{
 "cells": [
  {
   "cell_type": "code",
   "id": "initial_id",
   "metadata": {
    "collapsed": true,
    "ExecuteTime": {
     "end_time": "2025-11-07T02:33:53.218938Z",
     "start_time": "2025-11-07T02:33:53.215666Z"
    }
   },
   "source": [
    "import  matplotlib.pyplot as plt\n",
    "from matplotlib.font_manager import FontProperties"
   ],
   "outputs": [],
   "execution_count": 8
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-11-07T02:33:53.287804Z",
     "start_time": "2025-11-07T02:33:53.225135Z"
    }
   },
   "cell_type": "code",
   "source": [
    "x = range(1,8)\n",
    "y = [17, 17, 18, 15, 11, 11, 13]\n",
    "plt.plot(x,y)\n",
    "plt.show()"
   ],
   "id": "bb932011870e7ae1",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 9
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-11-07T02:33:53.372634Z",
     "start_time": "2025-11-07T02:33:53.293641Z"
    }
   },
   "cell_type": "code",
   "source": [
    "x = range(1,8)\n",
    "y = [17, 17, 18, 15, 11, 11, 13]\n",
    "plt.plot(x,y,color='red',alpha=0.5,marker='o',linestyle='--',linewidth=2)"
   ],
   "id": "532d03292f222fc6",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x28839d65a60>]"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 10
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": "### 设置图片的大小和保存",
   "id": "a9d2ff8c8b15b3b"
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": "",
   "id": "e6d07e801c0b3cdd"
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-11-07T02:33:53.460681Z",
     "start_time": "2025-11-07T02:33:53.380094Z"
    }
   },
   "cell_type": "code",
   "source": [
    "import random\n",
    "x =range(2,26,2)\n",
    "y = [random.randint(15,30) for i in x]\n",
    "\n",
    "plt.figure(figsize=(10,5),dpi=100)\n",
    "plt.plot(x,y)\n",
    "plt.show()\n",
    "plt.savefig('t1.png')"
   ],
   "id": "6c1bc35cc97088b1",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 1000x500 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 11
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-11-07T02:33:53.558964Z",
     "start_time": "2025-11-07T02:33:53.473691Z"
    }
   },
   "cell_type": "code",
   "source": [
    "x =range(2,26,2)\n",
    "y = [random.randint(15,30) for i in x]\n",
    "\n",
    "plt.figure(figsize=(10,5),dpi=100)\n",
    "# plt.xticks(x)\n",
    "x_ticks_label = [f\"{i}:00\" for i in x]\n",
    "plt.xticks(x,x_ticks_label,rotation=45)\n",
    "\n",
    "# plt.yticks(y)\n",
    "y_ticks_label = [\"{}℃\".format(i) for i in range(min(y),max(y)+1)]\n",
    "plt.yticks(range(min(y),max(y)+1),y_ticks_label)\n",
    "plt.plot(x,y)\n",
    "plt.show()"
   ],
   "id": "9e8947292f04b112",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 1000x500 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 12
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-11-07T02:39:28.782309Z",
     "start_time": "2025-11-07T02:39:28.677283Z"
    }
   },
   "cell_type": "code",
   "source": [
    "# 7.6设置显示中文\n",
    "x = range(0,120)\n",
    "y = [random.randint(10,30) for i in range(120)]\n",
    "\n",
    "plt.figure(figsize=(20,8),dpi=80)\n",
    "plt.plot(x,y)\n",
    "from matplotlib import font_manager\n",
    "my_font=font_manager.FontProperties(fname=r'C:\\Windows\\Fonts\\simfang.ttf',size=18)\n",
    "plt.xlabel('时间',rotation=45,fontproperties=my_font)\n",
    "plt.ylabel('次数',fontproperties=my_font)\n",
    "plt.title('每分钟跳动次数',color='red',fontproperties=my_font)\n",
    "plt.show()"
   ],
   "id": "18fa71f7e8d67f39",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 1600x640 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 22
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-11-07T02:51:31.167710Z",
     "start_time": "2025-11-07T02:51:31.056806Z"
    }
   },
   "cell_type": "code",
   "source": [
    "# 7.7一图多线\n",
    "y1 = [1, 0, 1, 1, 2, 4, 3, 4, 4, 5, 6, 5, 4, 3, 3, 1, 1, 1, 1, 1]\n",
    "y2 = [1, 0, 3, 1, 2, 2, 3, 4, 3, 2, 1, 2, 1, 1, 1, 1, 1, 1, 1, 1]\n",
    "\n",
    "x = range( 11, 31 )  # # 设置图形\n",
    "plt.figure( figsize=(20, 8), dpi=80 )  # 设置画布大小\n",
    "plt.plot(x,y1,color='red',label='自己')\n",
    "plt.plot(x,y2,color='blue',label='同事')\n",
    "\n",
    "xticks_labels =['{}岁'.format(i) for i in x]\n",
    "plt.xticks(x,xticks_labels,fontproperties=my_font,rotation=45)\n",
    "plt.grid(alpha=0.4)\n",
    "\n",
    "plt.legend(prop=my_font,loc='upper right')\n",
    "\n",
    "\n",
    "plt.show()"
   ],
   "id": "37e0a30265887721",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 1600x640 with 1 Axes>"
      ],
      "image/png": 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R2r17tzZs2ODbAThjxgxfz701a9b4+vc5hWAPAAAA0q5dUoMGdhiFGZaROXN4rkrKlNKkSXaYRuvWtj/gDTc4XRUAAEFXp460eXNoL3yRItL06YH52BEREfrqq6907733+v7f9MFbvny5hgwZopEjRyrGPOdJguPHj+vRRx9VoUKFfP30Dh8+7Nv9d8MNN/h2AObMmdO3a88pBHsAAABed+6c1KiRtGePNHZs+Adh5uiMCfdq1bI9As3x3HANKgEAQLL16dNHw4YN06lTp3xHaU3YZ96SGuolDtIwR3PPnj2rPXv2+Hrr7du3zzdcY9euXb7g74svvvD17jO7+4KNYA8AAMDrnnrKHsN95hk7eMINqla1x3LNIJBmzaQvvgjPo8UAACRToHbChZMUKVL4+uMlMjv4Vq1alaS/Gxsb6zuCa3bjmWAve/bsvh17R48e9e3eM8dvTR++hIQEX+CXNWtWrV+/3hcilitXTsFCsAcAAOBlZlDGgAFS7drS22/LVTp0sNN9hw6VuneX3njD6YoAAECQe+2dOXPGF8wZJqQzx2iTwvTU69mzp06cOOHboZf4Znb8mR16kyZN8oV45s83bdqk+vXrq0CBAr6PX7JkyaAN0yDYAwAA8CpzRNWEXwUKSOPGmWewchXTMLt/f2ntWunNN23fvbp1na4KAAAESVRUlO/orAngTKg3bdo01TKtOi5hxYoV6ty5s+/orgnnsmTJ4tuZZ/rpmbf06dP7eu6ZHXtp0qTRN998oz/++MP3e05w2bM3AAAAJMm+fVL9+ualbGnKFClbNncunHmFfvJkG+q1aCEtWSKVKOF0VQAAIAg2b97s23VXtGhR5cuXTx06dFDBggUv+XfMMdrZs2f7/tscsz1y5Ihvp56ZgGt66pnhGYMHD9a5c+d8fffMjr1ixYr5ju6aXX7BRrAHAADgNefPS40bSzt2SMOHm2ewcrX8+aUJE6Tbb7c79ky4lyGD01UBAIAAe+KJJ9SkSRNlypTpiv/u6dOnfbvw4uPjfWFg/vz5fcdsc+TIoU6dOunGG2/0Hct1GsEeAACA13TtKplXop94wu5i84JbbpHee0/q0sVes9mlaHYrAgAA13r0MsdjzY68i4Vz5hjucPMC6N+YARwZM2YMiVDP4NkMAACAl4waJfXtK1WvLvXuLc9N/33wQenzz6UePZyuBgAA+NnBgwd1/PjxS77PmjVrNHDgQN9RWvP+MTExl/24x44d05dffukLAs3fC5VQzyDYAwAA8IqVK6VHHpHy5JEmTpSS8ETWVcyT8EGDpNKlpVdekb7+2umKAACAH23atElxcXGXfB9zhLZSpUq6/fbb9e233/qGY1xOhgwZlD17dtWtW1c//vhjkv5OsBDsAQAAeMHBg3ZYhnmya4ZJ5MwpT0qTRpo6Vcqc2e7e27TJ6YoAAICfVKpUSXfddddl389MtB0xYoSvX14e84JnEj/2Bx98oBIlSvgm44YKgj0AAAC3M2Fe06bS1q1Sv37mmak8rVAhaexYyRzVqVdPOnHC6YoAAICfvPTSS0l6vwIFCmjOnDlXdKzWDNEwR3JDCcEeAACA2734ovTDD/YYbrt2TlcTGu64Q3rrLennn6U2bUz3bKcrAgAAQRYdfeUzZSNDbPhWaFUDAAAA/zK99N59V6pcWfrwQ1b3Qs89JzVsKE2YIPXqxdoAAICwQ7AHAADgVmY3WuvWtp/epElSypROVxRazNGbzz6TrrtOev55u6sRAAAgjBDsAQAAuNGRI7Z/3NmzNtRLYmNozzHNr6dNs782aSJt2eJ0RQAAJMmV9IaDe+8jwR4AAIDbxMdLzZrZia/vvy9Vq+Z0RaGtaFFp1Cjp0CE7OfjUKacrAgAgSYGQeTt//jyrFYbMfUu8h1eDYA8AAMBtXntN+vprqWVL6bHHnK4mPNx3n9S9u7RqlR0ywjANAECIM4FQunTpdPToUadLQTKY+2bu39UGe1c+/gMAAACh6/PPpddfl8qVkwYMsH3kkDQvvywtXy6NHi1VqCB16sTKAQBCWtasWbVt2zbff2fMmFExMTG+/46Pj1dcXJy8Ij6Mrtfs1DOh3pEjR5Q/f/6r/ngEewAAAG6xfr300ENStmzSlClS6tROVxReIiOlkSOlihWlp5+WypSRatZ0uioAAC4qderUvnDo4MGD2rp1qxL+t+M8NjZW0dHeiXxiw+h6E3damvtm7t/VCo+rBgAAwKUdO2aHZZw8aYdBFCjAiiVHxozS1KlSpUpSo0Z2B1++fKwlACBkmXAob968vlAv8W3nzp3K46HBWTvD5HoTe+r5c/AJwR4AAIAbhmWYfnpmx16vXtKttzpdUXi77jpp+HCpQQP7NmeOlCqV01UBAHBJFwZG5teoqCjPrFiEx673QgzPAAAACHdvv2136TVpInXp4nQ17mCm477wgrR0qR1AwjANAAAQggj2AAAAwtk339ihDzfeKA0ezLAMfzJDSO68U/rsM2ngQL9+aAAAAH8g2AMAAAhXmzdLDz4oZcpkh2WkTet0Re5ijvSMGSMVLiw9+aS0YIHTFQEAAPwFwR4AAEA4MkMyzLCMo0dt+FSkiNMVuVOWLHaYRkyM7be3e7fTFQEAAPyJYA8AACDcmH5vbdpIa9dKb74p3XWX0xW5mznmPGSItGeP1LChdO6c0xUBAAD4EOwBAACEm969pfHj7YCHbt2crsYbzGCSp5+2x3E7d3a6GgAAAB+CPQAAgHAyY4b03HNSyZLSsGEMywimd96Rbr1V6t9fGjo0qA8NAADwbwj2AAAAwsUff0gPPCClS2f7vqVP73RF3hIdLY0bJ+XPL3XoIC1d6nRFAADA4wj2AAAAwsHp03ZYxsGD0siRUvHiTlfkTdmz2wnEhjkKvW+f0xUBAAAPI9gDAAAIh2EZjz4qrVwpvfKKVKeO0xV52003SQMHSjt2SI0bS+fPO10RAADwKII9AACAUNevnzRihHTffdKrrzpdDYyWLaXHH5dmz5a6dmVNAACAIwj2AAAAQtmcOVKXLlLRovYIbiRP30JGnz5StWpS377SmDFOVwMAADyIZ4YAAAChyhz1bNRISpnSDsvIlMnpinChmBhp4kQpd26pbVtp1SrWBwAABBXBHgAAQCg6e1Zq2NAOZxg2TLr+eqcrwr/JlUuaPFmKjf3/cBMAAIAgIdgDAAAIRU88IS1eLD3/vA34ELoqV7Z9ELdulZo2leLinK4IAAB4BMEeAABAqPn0U2nQIOmOO6Q333S6GiTFI49I7dpJP/wgvfgiawYAAIKCYA8AACCULFxop60WLGgHMkRFOV0Rkuqjj6RKlaR337W99wAAAAKMYA8AACBU7Nljj91GR9thGVmzOl0RroQZcmL67eXMKbVuLf38M+sHAABCI9grWLCgihcvrjJlyvjexo8fH9jKAAAAvOTcOTsBd9cuafBgqUwZpytCcuTJY3frmeEnZpjGkSOsIwAACJjoK3lnE+aZUA8AAAD+lcn00ps3T+rcWXrwQZY3nFWvLr3/vh2A0ry59PHHTlcEAABciqO4AAAAThs+XOmHDZNq1ZJ69nS6GvjDY49JLVpIX32lDCbkAwAAcHrHXosWLZSQkKCKFSvqnXfeUfbs2f/y53369PG9JTp27Ji2b98utzp06JC8xEvXy7W6F/fWnbx0X712vV641pg1a5SzfXudz5lT+/v0Ufzu3fICL9zbiJdeUo4VK5Txgw+0/4YbdMZMOXY5L9xXr14v1+pe3Ft38tJ99eL1JivYmzNnjvLnz6/z58/rpZdeUsuWLfX111//5X26dOnie0uUN29e5cuXT27m9uvz8vVyre7FvXUnL91Xr12vq691/36pQwfffx4ePFh5ypaVl7j63ib68kvFlS2r7OaI9dKlUvHicjtP3FePXi/X6l7cW3fy0n314vVe8VFcE+oZMTExeuqppzR37txA1gUAAOBusbHSAw9I5nTDgAE6V7q00xUhEAoU0MH+/aWTJ6W6dc2RFtYZAAAEN9g7efKkjlww0Wvs2LEq67FXlAEAAPzqueekmTOljh2l1q1ZXBc7W7Wq7Z24fr3UqpUUH+90SQAAwEtHcffu3asGDRooLi7O12OvcOHCGjFiROCrAwAAcKOxY01zYskEPgxW8AbTrmbZMmncOOmdd6QXXnC6IgAA4JVgzwR5K1euDHw1AAAAbrd6tdSmjXTNNdLEiVKKFE5XhGCIiJAGD5bWrZNeekkqV0666y7WHgAABKfHHgAAAK6SmdhWr57trzdpkg334B1p00pTp0oZM0pNm0qbNztdEQAACHMEewAAAMEQFyc9+KC0ZYv04YdSlSqsuxcVKWKPYh89akNeM1QDAAAgmQj2AAAAguHll6XvvrPHcNu3Z829zBzBffNNae1a+/mQkOB0RQAAIEwR7AEAAATalCnS229LFSpI/frZfmvwtm7d7I698ePtIBUAAIBkINgDAAAIpF9+kVq2lHLkkCZPllKlYr1hw91hw6QSJaSuXaWffmJVAADAFSPYAwAACBTTR61uXen0aWnCBClfPtYa/5chgzRtmh2q0bix9McfrA4AALgiBHsAAACBEB8vPfSQtHGj1Lu3VLMm64x/Kl5cGjVKOnhQql/fhsAAAABJRLAHAAAQCG+8IX3xhdS8ufTkk6wxLq5OHemVV6QVK6RHH2WYBgAASDKCPQAAAH/78kupe3epTBlp4ECGZeDyXn1VuvdeacQI6eOPWTEAAJAkBHsAAAD+9NtvUrNmUpYs0tSpUpo0rC+S8Kw80h7JvfZaqXNnae5cVg0AAFwWwR4AAIC/HD8u1asnnTghjR8vFSzI2iLpMmWyYXDKlFLDhtLOnaweAAC4JII9AAAAf0hIkFq3ln75RXr7bem221hXXLlSpaShQ6V9+6QGDaSzZ1lFAABwUQR7AAAA/vDuu9LkyVKjRtKzz7KmSD7zOfTcc9LixdITT7CSAADgogj2AAAArtZ330kvvGB3W332GcMycPXeeku6/XZp0CD7BgAA8C8I9gAAAK7G779LTZtKGTPa/mjp0rGeuHpRUdLYsbZP4+OPS4sWsaoAAOAfCPYAAACS69QpqX596cgRafRoO9EU8JesWW1YbEI+029vzx7WFgAA/AXBHgAAQHKHZbRrJ61eLb3+unTPPawj/K9MGXsUd9cu23vv3DlWGQAA/IlgDwAAIDn69pXGjJHuv9/21wMCpVkz6amnpHnzpKefZp0BAMCfCPYAAACu1MyZdvJt8eLSiBFSJE+pEGA9e0o1a0r9+tnPOQAAAII9AACAK7Rtm9S4sZQmjTRtmpQhA0uIwIuJkSZMkPLmldq3l5YvZ9UBAAA79gAAAJLszBk7xODAAbtrqkQJFg/BkyOHNGWK7e9ohrbs38/qAwDgcZwbAQAASAoTpnToIC1bJr30klS3LuuG4KtQQerf3+4cbdJEio3lLgAA4GEEewAAAEkxYIA0bJh0991S9+6sGZzz8MM2ZP7pJ+n557kTAAB4GMEeAADA5ZhppJ06SUWKSKNHS1FRrBmcn8pcpYrUu7c0bhx3AwAAjyLYAwAAuJRdu6RGjaQUKeywjMyZWS84z3w+TpokXXON3cG3Zo3TFQEAAAcQ7AEAAFzM2bNSw4bSnj3S0KFSqVKsFUKHCfVMuGf67NWrJx065HRFAAAgyAj2AAAALsYcv124UHr2WalxY9YJocccx/3gA+n336VmzaS4OKcrAgAAQUSwBwAA8G+GDJEGDpRq15Z69GCNELoefdQex/32W+mVV5yuBgAABBHBHgAAwN8tWSJ17CgVKGAHE0RHs0YIXRER0scfSxUq2BB6yhSnKwIAAEFCsAcAAHChvXul+vWlyEhp6lQpWzbWB6EvVSpp8mQpe3apZUvpl1+crggAAAQBwR4AAECi8+dtL72dO6VPP5XKlmVtED7y5ZMmTpROn7bDNI4edboiAAAQYAR7AAAAiZ55RpozR3rySemhh1gXhJ+aNaVevaTffpNatJDi452uCAAABBDBHgAAgDFqlPThh1KNGjYYAcJ5mrOZkDt9uvTmm05XAwAAAohgDwAAYOVKqV07KU8eacIEKSaGNUF4D9MwR8nLlJG6d5e+/NLpigAAQIAQ7AEAAG87cMD2IzNHFs000Zw5na4IuHpp0tjP58yZpebNpY0bWVUAAFyIYA8AAHhXbKzUpIn0xx9S//5SxYpOVwT4T6FC0rhx0vHjUt260okTrC4AAC5DsAcAALzrhRekGTOk9u2lNm2crgbwv9tvl3r0kH75RWrdWkpIYJUBAHARgj0AAOBNppfee+9JlStLH3zgdDVA4HTtKjVsKE2aJPXsyUoDAOAiBHsAAMB71q61u5dy5ZImT5ZSpnS6IiCwwzSGDpWuv97uUv3+e1YbAACXINgDAADecviwHZZx7pw0caKUO7fTFQGBly6dNHWqlD697Su5ZQurDgCACxDsAQAA74iLk5o1kzZvtsdvq1VzuiIgeIoWlUaPlo4cseH2qVOsPgAAYY5gDwAAeEf37tI330itWkkdOjhdDRB8995r/x2sXi098gjDNAAACHMEewAAwBumTZPefFMqX14aMMD2HQO86KWXpDp17O49BscAABDWCPYAAID7rV8vtWghZctmh2WkSuV0RYBzIiOlESOkYsWkZ56RZs3ibgAAEKYI9gAAgLsdOybVrWv7iU2YIOXP73RFgPMyZrS7WFOnlho3lrZvd7oiAACQDAR7AADAveLjpZYtpQ0bpPfek265xemKgNBRsqTdubd/v1S/vnTmjNMVAQCAK0SwBwAA3KtHD7sr6cEHpaeecroaIPSY6bgvvigtWyZ17MgwDQAAwgzBHgAAcKevv5ZeeUUqXVoaNIhhGcDFvPaadNdd0tCh0iefsE4AAIQRgj0AAOA+mzbZXXqZMklTpkhp0jhdERC6oqKkMWOkwoWlTp2k+fOdrggAACQRwR4AAHCXEyfs8UIzNGPsWBtWALi0zJmlqVOlmBipYUNp1y5WDACAMECwBwAA3CMhQWrTRvr5Z9tf7847na4ICB833igNGSLt2SM1aiSdO+d0RQAA4DII9gAAgHv06iVNmCA1aCA995zT1QDhp0kT6ZlnpAULGDgDAEAYINgDAADu8OOP0vPPS9ddZ4cAREQ4XREQnt5+W6pdWxowQPrsM6erAQAAl0CwBwAAwt/WrdIDD0jp0tk+YenTO10REL6io6Vx46T8+aUOHaQlS5yuCAAAXATBHgAACG+nTtlhGYcOSaNHS8WKOV0REP6yZbMheWSkPdq+b5/TFQEAgH9BsAcAAMJ7WEb79tKqVVL37tJ99zldEeAe5cpJAwdKO3ZIjRtL5887XREAAPgbgj0AABC+PvpIGjVK+s9/pJdfdroawH1atJCeeEKaPVt69lmnqwEAAH9DsAcAAMKTCRq6dLFHb0eOtEcGAfhf795S9erSBx/YIB0AAIQMngEDAIDwk3g0MHVq2wcsY0anKwLcKyZGmjBByp1beuQRaeVKpysCAAD/Q7AHAADCy5kz/2/mP3y4dN11TlcEuF+uXNLkyVJcnFS/vnTwoNMVAQAAgj0AABB2wzIef1xaskTq1s0GDACCo3JlqV8/aetWqUkTKTaWlQcAwGHs2AMAAOHj00+lIUOkO++U3njD6WoA72nXzh7H/fFH6cUXna4GAADPI9gDAADhYeFCO52zcGFpzBgpKsrpigBv+vBDu3uvZ09p4kSnqwEAwNMI9gAAQOjbvdv21YuOlqZMkbJkcboiwLtSppQmTZJy5pRat5Z+/tnpigAA8CyCPQAAENrOnZMaNbLhnjmGW7q00xUByJPH7tY7e1aqV086coQ1AQDAAQR7AAAgtHXuLM2fL3XpIjVt6nQ1ABJVry69/760aZPUrJkUH8/aAAAQ6sHe0KFDFRERoWnTpgWmIgAAgP9JO2GC1L+/dOut0rvvsi5AqHnsMallS+nrr6Xu3Z2uBgAAz4m+knfeunWrBg0apMqmWS4AIHTFxkpxcU5XgQCIPXJCkQcO2B5Xbrd+vTKbqZv580vjxtn+egBCS0SENGCAtHatb1J1qgIFpDZtnK4KAADPSPIz5Pj4eLVt21YfffSRnn766cBWBQBIPhPolSmj7BkySLNmSSlSsJou8cXLS/TgmyX1lobqSX0kTzABphmWkT2705UAuJjUqe2/0/LllfWpp6SqVaUSJVgvAABCKdjr06ePqlatqptuuumS72PeEh07dkzbt2+XWx06dEhe4qXr5Vrdywv3NtWsWcq+bp1SSTrerp2OvPmm3M4L93XrzF1q/mYJnVB6dY7oq8K351HNa36V2+2tVk0pc+SQXPx8wkufx169Xk9ca2SkUn70kbI3a6bz//mP9n7+uRLSp5fbeeLe/g/X6l7cW3fy0n314vVecbD3888/a/LkyZozZ84l369Lly6+t0R58+ZVvnz55GZuvz4vXy/X6l6uv7emB2pEhM7eeKPSjxih9LVqSa1by+3cfF+P7zqu9u3O6YTSqf+T69X1s2JqveI5LVsmmVNvbnZk+3ZX39u/89K1eu16PXGtTZroyLp1yvTmm8prjtFPnuwL/NzOE/f2f7hW9+LeupOX7qsXrzdRkr7Tzp0719dfr2jRoipYsKAWLVqkRx55RANMPw0AQOjYvVuaPl264w4dGDbMfHeTOnSQLwFCWEqIT1CrCuv067kievfeuerwQQn17XtQps1e/frS6dNOVwgA/2d2ipuAz/ci09tvszQAAIRCsNehQwft3r3bF+6ZNzM849NPP/X9PgAghJgwzwzOeOQRxWfNKk2dan/fJED79jldHZLhnbtna8quynog3wI9Pb2m7/fuuOOMXn5ZWrHC5rYJCSwtgBAapjF4sHTjjfJ9ofrmG6crAgDA1dy/Nx4AvCI+Xho0SMqZU/rPf+zvmb6on3xi+5M98IAN/RA2vn1zmV78voZuSPWbhiwrrYjIiD//rHt36Z57pOHDpf79HS0TAP4qbVo7TCNTJunBB6VNm1ghAABCKdibNWuW6tat6/9qAADJ99NP0pYttp9eTMz/f79VK+mxx+yE3K5dWeEw8fusbXrwlSLKGHFMU79KqbQ50v7lz03bqtGjpWuvlcwQyrlzHSsVAP6pSBFpzBjp6FG7a/zkSVYJAIAAYMceALjFp5/aX9u2/eefmYnl1apJ779vf9BCSDu576Tq3X1aRxIyakz3jSpy679PyDCbYcxp65QppUaNpJ07g14qAFzcXXdJZjL72rVSmzb0DQAAIAAI9gDADUz/PNOo/Lbb7C6Jv0uRQpo4Ucqd2wZ/q1Y5USWSOCyjbYXVWnOmuN64bY7ufqXCJd+/VClp6FBp716pQQPp7FmWGUAI6dbN7tgbP17q3dvpagAAcB2CPQBwA9No7fx5yUwjvJhcuaRJk2yfPfND1qFDwawQSfR+vdkat62K6l6zWN2+qZGkv2N265lT1osXS08+yVIDCLFhGmawU8mS0nPPST/+6HRFAAC4CsEeAIQ7MxLVHMPNnl26XP/Tm2+W+vWzvfiaNpXi4oJVJZLgp94r9ez06iqRYrOGLympyOikf5vu0UO6/Xb7qWBmqABAyEif3vYNSJdOatJE2rrV6YoAAHANgj0ACHdmKIaZOGiGZJgjt5fzyCP2OO7330svvRSMCpEE2xbu1APP5lNandS0aRHKkDfDFa1bVJQ0dqxUsKD0+ON29x4AhIzixaWRI6WDB+2u8dOnna4IAABXINgDADcPzbgYs2uvUiXpnXfs8Vw46vSh06p/21EdSMimkS+sV/G7Cyfr42TNajfFmJDP9Nvbs8fvpQJA8tWpI736qrRypdS+PcM0AADwA4I9AAhnBw5IU6ZItWpJxYol/e+ZMaom0MuRw+70W7cukFXiMsMyOlRcruWnrtPL1Wfp/rcqXtV6lSljj+KaCbmNG9vWiwAQMl55RbrvPrt7z7zIBAAArgrBHgCEsxEjpHPn7PHaK5U3r52Ua8ao1qsnHTkSiApxGf2bzNHwzdV0T/al6v5T0oZlXE6zZlKnTtLcudLTT3MLAISQyEgb6hUtKnXpIs2Z43RFAACENYI9AAj3oRnm/KUJ5pKjRg2pTx9p40bpoYek+Hh/V4lLmNtvtZ6aWEXXxmzV6KXFrmhYxuW8955Us6b00Uc2/wWAkJEpk+0bYHaPm7HeO3Y4XREAAGGLYA8AwtW8edKGDVKLFlKqVMn/OGbSggn1vvxSev11f1aIS9i5bLcadbpGKXVWU8efV6YCGf26XjEx0oQJdmOmaWW1YgW3A0AIuf56adgwad8+2xTU7B4HAABXjGAPAMJ9aEa7dlf3cSIipIEDpbJlpddek6ZP90t5uLizx86qQa2D2hufQ0M7r1WpekUDslymhaJpwWg2d5pNnaYlIwCEjIYNpeefl5YssS8yAQCAK0awBwDh6NAh2x+venWpZMmr/3ipU9tjUeZYr9m9Z3YCImCerLRYi0+WUtdKs9Soz80BXekKFaT+/aVt26QHHpBiYwP6cABwZd58U7rjDmnw4P+/YAUAAJKMYA8AwtGoUfbY0tXu1rtQgQLS+PHSiRN2e9fx4/772PjToBZz9On6Gro9y3L1mFM9KCvz8MNShw7STz9J3bpxMwCEkKgoaexYqVAhu2tv4UKnKwIAIKwQ7AFAuA7NMM3HzTEmf6pdW3r3XenXX6VWrexjwW8WD/lZj4+spILR2zV2USFFpYgK2ur27StVqSL16iWNGxe0hwWAy8uSxe4aj46239f27GHVAABIIoI9AAg3ZjfDunV2aIY5QutvTz9tz2ya5mzvvOP/j+9Re9bsU4NHsipKcZo66pSyFs0S1MdPkcKe3s6VS2rTRlqzJqgPDwCXVrq0PY67a5edlHvuHCsGAEASEOwBgFeHZlxqmMaQIdINN0gvvih9+21gHsdDzp86r8bVd2tn/DUa1GGlyjxQ3JE6cueWJk2Szp+3p61Nq0YACBkPPih17mynvnfp4nQ1AACEBYI9AAgnR45IEyZIN98slSoVuMdJm9Yei8qY0f6g9fvvgXssD3j65gWae6y0OpWZrWb9qzpaS9Wq0gcf2FvarJkUF+doOQDwVz17SrVqSR9/LA0bxuoAAHAZBHsAEE5Gj5ZOn5YeeSTwj1WkiDRmjA0TzfaukycD/5guNOKRefpoTU3VzLhK782volDw6KN2oIbZjPnqq05XAwAXMH32zCCnfPnsF6tly1geAAAugWAPAMJtaIbZRde4cXAe8+67pTfesA3Z2rZlmMYVWjH6V7UfdJPyRu3ShPl5FJMmRqHAnLY2m2EqVJDeestuzgSAkJEjh+3zatSvL+3f73RFAACELII9AAgXS5fagM2cn0yTJniP262bVLeuHaX6/vvBe9wwd2DDQdVrmV4JitCUIUeU4/rsCiWpUkmTJ0vZs9s5LGYQMgCEjPLlpU8+kbZvtwOdYmOdrggAgJBEsAcA4TY0IxjHcC8UGSkNHy6VKCF17Sr99FNwHz8MxZ6J1QM3/6FtcXnVv9VSVWh5nUKROelmWjaa093mtPXRo05XBAAXaNVK6thRmjlTeu45lgYAgH9BsAcA4eDYMWnsWKliRal06eA/foYM0rRpdqeg2TmxbVvwawgj3arP00+Hy6nD9XP08NDqCmWmR32vXtKGDXbnXny80xUBwAXMTnEz9adPH/t9EAAA/AXBHgCEAzPE4tSp4O/Wu1Dx4tLIkdKBA7bnkdnmhX8Y9+QC9VpWS1XSr1HfRZXDYoU6dbInvKdPtz33ACBkpEghTZokXXON1KaNtHq10xUBABBSCPYAIBwMGiSlS2d3yznp/vull1+Wli+XOnRgmMbfrJn0m9p8VFq5Ivdq4uycSpEuhcKBGaZhTnqXKWOn5H71ldMVAcAFcuWyTUFNnz3TN+DQIZYHAID/IdgDgFBnQrQVK+yWKhPuOa17d+mee2zfvf79na4mZBzafFj1mqbUecVo0sf7lLtsToUTc8raDKHMnNl+qm3c6HRFAHCBm2+WPvpI2rJFatpUiotjeQAAINgDgDDg1NCMSw3TGD1auvZa6amnpHnz5HVx5+LUrPIm/R5bQB80WaSqj96gcFSokB1+fPy43RRz4oTTFQHABcz3QXMc9/vv7e5xAADAjj0ACGkmWTH99cqVs2+hIlMmaepUKWVKqWFDaedOedmrt87Vtwcq6OGic/Xo6NAelnE5t98u9eghrVsntW7NaWsAIdY3oF8/O0jq7bft8VwAADyOo7gAEMrM9ikT7oXKbr0LlSolDR0q7d1rw72zZ+VFU59bpLfm11KFtOv08ZIKioiMULjr2tXeUtOv/r33nK4GAC6QKpUN9HLkkFq1kn75heUBAHgawR4AhPox3LRpbT+hUNSokU2BFi2SnnxSXvPrl5vVouf1yh6xX5NnZFaqTKnklk0xJrO9/nqpWzfphx+crggALpA3rzRxonTmjFS3rnT0KMsDAPAsgj0ACFWrVklLl0pNmkgZMihkmXOb5vymCSEHD5ZXHN12VHXrR+q0Umvi+zuVr1JuuYmZ02JOW6dPbz8FTb96AAgZNWpIvXvbST/Nm0vx8U5XBACAIwj2ACBUDRpkfw3FY7gXioqSxo6VChaUHntMWrxYbhcfG68Wldbrt/OF1KvufNXsVEZuVLSonZNy+LBUv7506pTTFQHABZ54woZ6X34pvfEGSwMA8CSCPQAIRSdPSqNGSaVLSxUqKORlzSpNmWIn5jZoYPvuudhbd87R9D2V1KzgfHWaXENudu+9UvfudgOpyZgTEpyuCAAu6BswcKBUtqz9QvXFFywNAMBzCPYAIBRNmCAdO2aTFPODSzgwP1iZXYZmQq7pvXf+vNzoq+5L9epPNVQm9Xp9urSsK4ZlXM5LL0l16tjdex9+6HQ1AHCBNGnsC0vmBSaze++331geAICnEOwBQCgyAVnq1FKzZgor5oeqTp2kuXOlp5+W22z8YauavVZMmSOOaMq3aZUmWxp5gdmIOWKEVKyYva2zZjldEQBcwLSCSJwiX6+edPw4ywMA8AyCPQAINWvXSgsXSg88IGXMqLDz3ntSzZrSRx9JI0fKLU7sOaG6/4nVcaXTuB5bVKhGPnmJ+VScNs3mzY0bS9u3O10RAFzgttukd96RfvlFat2avgEAAM8g2AOAUBMuQzMuJibGHiXOm9dew4oVCncJ8QlqXX6tfjl7rd6+e65uf/4meVHJknbn3v79dpjGmTNOVwQAF3jmGfvKw+TJ0rvvsjQAAE8g2AOAUHL6tN3ldv31UuXKCls5ctieR2bSgjkWdeCAwtl7983WpJ03q1HehXr2y5ryMnM7X3hBWrbMDkFmmAaAkGF60n72mVSqlP1C9d13TlcEAEDAEewBQCiZNEk6ciS8hmZcjJnm27+/tG2b1KSJFBurcPTDO8vV7Zvquj7lRn229AZPDMu4nNdfl+66y/78bAZSAkDISJtWmjrV9g9o2lT6/XenKwIAIKAI9gAglHz6qZQqlR1C4QYPPyw9+qg0Y4bUrZvCzZY529XkhUJKrxOa+mUKpcuVzumSQkJUlDRmjFS4sPTkk9KCBU5XBAAXuPZaO8bbvFBmthmfPMnyAABci2APAEKFafg9b57UqJGUJYtc44MPpCpVpF69pPHjFS5OHTilenee0uGETBr96m8qelsBp0sKKZkz200xpqVigwbSrl1OVwQAF7jnHru9eM0aqV07+gYAAFyLYA8AQsXgwfZX8wOIm6RIIU2cKOXKZXfwmam/YTAs45EKK7X6THG9dusc3du9gtMlhaQbb5SGDJH27LF59LlzTlcEABcwffbq1pXGjpX69mVpAACuRLAHAKHAjBcdPlwqUUKqVk2ukzu37R94/rz9IevwYYWyDxrM0eitVVUn12K9+F0Np8sJaaZ9ohlEaY7jPvWU09UAwAUiI///vfXZZ6WZM1keAIDrEOwBQCgwE2QPHXLH0IyLqVrVHss1jcybNZPi4hSKZvVdpWemVVXxFL9rxOISiozmW+XlvP22VLu2NGCAHagBACEjQwbbNyBNGqlxYzvQCQAAF+GnFQAIBYMG2SOrDz0kVzODNFq3lr75Rnr1VYWa7Yt3qXGXPEqt05o6OUEZ82d0uqSwEB0tjRsn5c8vdeggLV3qdEUAcAGzY2/kSOnAAal+fen0aZYHAOAaBHsA4LTffpNmzbITCLJlk6uZ3Yj9+0vly0tvvSVNm6ZQcebIGdW/9Yj2J2TXiK7rVPK+Ik6XFFbMp67ZFGNOvpmfm/ftc7oiALjA/fdLL70kLV9uX4FISGB5AACuQLAHAKGwW88wx3C9IFUqe/Q4e3apRQvp119DYlhGx4pLtezUdXqx6izVe7ey0yWFpXLlpIEDpR077Ik301IRAEJG9+52Wq7pu2deZAIAwAUI9gDASWfPSsOGSUWLSjVreude5MsnTZggnTol1asnHTvmaDmfNJuroRur665sS/XaT9UdrSXcmaz2iSek2bOlrl2drgYALhAVJY0aJRUpYqf9zJvH8gAAwh7BHgA46fPPbc+fdu3cOzTjYmrVknr1kjZssGlQfLwjZcz/ZK06jauswtF/aMySoopKEeVIHW7Su7dUvbrUt680erTT1QDABTJntm0gUqaUGjaUdu5keQAAYY1gDwCc9OmnUkyM1LKlN+9Dp07Sgw/agNP03AuyXSv2qOFjORSj85o27qwyF8oU9BrcyHxKmw2ZuXPbzHrVKqcrAoALlCplR3jv3WvDPbN7HgCAMEWwBwBO2bxZmjHDHkXNkcOb98HsUjQ9BkuXtlNyv/oqaA997sQ5Naq1T3vic+qzJ1frhgbFgvbYXpArlzR5shQXZz/FDx50uiIAuIBpBGr6BSxaZF9kAgAgTBHsAYBTBg+2v5otTV6WJo0dp2qORzVrJm3cGJSHfaryIi04fqOeKT9LD3xQJSiP6TWVK0v9+klbt0pNm9qQDwBChtkpftttdupP4vdkAADCDMEeADjh3Dl7DKhwYenWW7kHhQpJ48ZJx4/b7V0nTgR0TT5rPVcD1tVQ7cwr9Pbcaqx/AJnc2gx8/uEH6cUXWWoAISQ62n7vKVBAeuwxafFipysCAOCKEewBgBO++ELat8+mHpF8Kfa5/XapRw9p3Trp4YelhISALP2SoevUYVhFFYjaoXELCyg6VXRAHgf/9+GHdvfeu+9KEyeyMgBCSNasdte4+V7coIHtuwcAQBjhp0kAcGpohtkp0KoV638h0+/INDI36c977/l9bfat268G7TIrUvGaMvy4shXPyvoHgRk+OWmSlDOn1Lq19PPPLDuAEFK2rO33aibkNmoknT/vdEUAACQZwR4ABNuWLfZcYp06dsIA/jpMY+hQ6frrpW7d7Dr5yflT59W46k7tiMutT9svV7lmJVn5IMqTx4Z7ZvikOW195AjLDyCENG9uh2jMnSs984zT1QAAkGQEewAQbEOG2GOmpvEY/ildOnssKn16qUkTG4T6QddqCzT7aBk9ceNsPfQJffWcUK2a9P770qZNdk5KfLwjZQDAvzM7xWvWtP0DRo5klQAAYYFgDwCCKTbWDs0wjbpNTzn8u6JFpdGjpcOHpfr1pVOnrmqlRnWYr74ra6p6htXqvZAJuE4y/elbtpS+/lp67TVHSwGAv4qJkcaPl/LmtS++rVjBCgEAQh7BHgAE01dfSbt3S23bMjTjcu69V+reXVq1yv6AlcxhGivHrtcjn5RVnsjdmjg/t2LSxCTr48B/p60HDJDKlZNef12aPp2VBRBCTDPQyZPtlmLTN+DAAacrAgDgkgj2ACDYQzOiouwEAVzeSy/ZXoRm9545GnWFDm48pPot0ipOUZr86UHlLJWdVQ8BqVNLU6ZI2bLZtlYbNjhdEQBcoGJFqX9/ads22xLC7LYHACBEEewBQLCYHxC++Ua67z47SQCXFxkpjRghFSsmPf20NHt2klct9mycmlTeqq2x+fRxiyWq1KYUKx5CzGl0c+Lt5Empbl3p2DGnKwKAC7RpIz36qDRjhvTCCywNACBkEewBQLCHZrRrx5pfiYwZpWnT7DavRo2k7duT9NderDlXPx4qp0dKzFHb4dVZ8xB0661Sz57S+vVSq1YM0wAQYj74QLr5ZjtUw7wSAQBACCLYA4BgDs0wDbnvuos1v1IlS0rDh0v790sNGkhnzlzy3Sd2Waiei2upcrq1+nBxJdY7hHXpYk+6mUHI77zjdDUAcIEUKaRJk6RcuaSHH5bWrmV5AAAhh2APAILh22+lHTvs0AzTYw9XzkzHNcehli61o1UvMkzj56kb1fr9G5Qzcp8mz86ulBlSstohPkxj8GDpxhttS0VzWh0AQkbu3DbcO3fO9g0w09oBAAghBHsAEKyhGaZfnHnFH8lnxqiaHY9m9+PAgf/44yN/HFW9B2J0Vik16aM9yl0uF6sdBtKmtcM0MmWSHnxQ2rzZ6YoA4AJVq9oBTr//LjVrJsXFsTwAgJBBsAcAgbZzp/TVV9Ldd0v58rHeV8PsdhwzRipcWHrySWnBgj//KD42Xs0q/KZN5wuqb6MFqtbxRtY6jBQpYm/t0aNSvXp2qAYAhAwzSMNMtDfbil991elqAAC48mDvjjvu0I033qgyZcqoevXqWrlyZVL/KgB4m9ldFh8vPfKI05W4Q+bMtiFbTIztt7d7t++3u986R1/vr6BW185Vx3E1nK4SyWA2Y771lm1jZQZSXuS0NQA40zegf3+pfHn7hcoMdQIAIJyCvQkTJmjNmjVatWqVunTpolZmfB0A4NLMcR3TQMz06LnnHlbLX0xDNjNleM8eqWFDzeqxTm/MraWb0vyiAUsrKCIygrUOU88/b9spmgGUffo4XQ0AXCBVKts3IHt2qUUL6ddfWR4AgOOik/qOmUzjm/85evSoIsyrVoALLVtmjoBFc2IS/vH999K2bXYqQHSSv+QiKcwo1WXLtKH3F3psQRVlizigKT9mVKpMqVi/MGaeXgwbZn9e7trVZOIp1bSp01UBwP+YlhoTJki33eYbppGueXO7k9wDokuVoqUIAISgK/ops0WLFpo5c6bvv7/++ut//HmfPn18b4mOHTum7du3y60OHTokL/HC9Z4/L9WunUeZMmXR3LnbfT9gup0X7quT15v1ww+VOiJCu+++W3FB/nrohXt7vMXjqt//cZ06nUZDX1imiLxFXf19x0v3tn//aNWpk1MdO2ZRwYK7lDev+5vVe+G+evV6uVaXKVJE6V58UZlff12ZX3lFXpGpaFFt//FH+wqMy3np36zXrpdrda9DHvo8/ruIhIQr72AzfPhwjR8//l/DvQvlzZtXO3bskFuZHx7zeagRvheu1/ThN4PPDJNh16ol1/PCfXXsek3vN/NYt99um20HmdvvrWlbaFrsmTZHr3Taptf65pdXuP3eJpo+Xbr/fqlcOWnePCl1armaV+6rF6+Xa3Wpn3/Wvl9/VY4cOeR6n35qJxwtWiRVqiS389K/Wa9dL9fqXttd/nl8qXwtWefCWrZsqUcffVQHDx5U1qxZr7Y+IGSYFyEvfP7ihWAPATR0qO2x164dyxwAb79tQz1zTLNNF/fvHvCiOnWkp546qr59M/oGUpojuh7YKAIgXJQqpbMZM3rjeKppy2SCPfME2QPBHgC4bnjGkSNHtGvXrj//f9q0ab5AL0uWLIGsDQi6GTOktGnNwLOzmjxZOnCAm4Cr2E5mhmbkzCn95z8so5+ZDZAvv2xnaJhlJuxxr6eeOqb77pNGjJA+/tjpagDAo0qX1tmyZaVx40zDdaerAQBcabBnhmXUrVtXN9xwg0qXLq1+/frpyy+/ZIAGXOXECWnhQrtLr2XLEzp3zv4gCSQ7Jd6yRXr4YSkmhkX0o02bpAcftJsHpk6V0qRhed0sMlIaOVIqWlTq3FmaO9fpigDAm06aLfKnTtmdewCA8Ar2ChQooCVLlmjt2rVavXq1fvzxR5UpUybw1QFBZH5YtMMzpDvvPCVzynzQIOnKu1AC/zvLbbRpw3L40cmTUv36drPA2LFS4cIsrxckhrgpU0oNG0oubt8LACHrlDmBkD69fY7DE2QACK9gD/BSf73bbpNSpTK79qT1623DduCK7N1rm7+ZT6YiRVg8PzE/Q5icdO1a6a23TADP0nrJ9dfbHnv79tlw7+xZpysCAG9JMP1qmjWTVq2Sli93uhwAwP8Q7AEXBHtmqFmpUvb/27b968YrIMmGD5diY6VHHmHR/Kh3b2n8eDsJ9/nnWVovMoGeufeLF0tPPOF0NQDgQYkDwXiCDAAhg2APkN0BsmaN3WCV2IS/ZEmpenVp4kTp0CGWCVcwNMOc4c6eXbr/fpbNj8H7c89J111nhw0zLMO73nxTuuMO+8+MnysBIMjKlZNuusn2wzh+nOUHgBBAsAdI+uknuwwm2LuQ2XBljnuNGsUyIYlmzbLTHVq1klKkYNn8YOtWqUkTKV0622fNtPeBd0VF2Z8nCxWSHn9cWrTI6YoAwGPME2Qzdc5MyAUAOI5gD7igv54ZnHEhc+TPNG2nRzCSzGwjuvAsN67K6dN2WMbBgzZgL1aMBYWUJYsNeaOj7dfpPXtYFQAIGjMd1/TbY9s0AIQEgj14nmnI/8MPUtGiUv78f12O1KmlFi2kdeukhQs9v1S4nP37pSlTpFtuIYHy07/NRx+VVq6UXn1VMsP4gESlS0uDB0u7dkmNGknnzrE2ABAUZuu8CfeWLbPfpAEAjiLYg+dt3ixt2/bPY7h/7xGcuBELuKgRI2y6kPhJg6vSr59d0vvuk155hcXEPz34oNS5s51e/vTTrBAABE3igDCeIAOA4wj24HkzZtgluFiwZ6bk3nyzncZ55IjnlwuX2l5mntxmzSrVq8c6XaU5c6QuXexOWnMEN5LvVriInj2lWrVsEGwGUgMAgqB8ealMGftN+uRJlhwAHMSPSvA801/PTNg0pycv9aKk6fU1erTnlwsXM3eutGGD1LKllCoV63QVduywRyvNMk6bJmXMyHLi4kyfPfPCS758Uvv20vLlrBYABJx58mxOKJjJuOaLMADAMQR78LS4ODsR96abpMyZL/5+jRvbcIEhGrioxAbSHMO9KmYKtRmGsG+fNGyYdN11fM7h8nLksO0tDTNsxbS7BAAEWLNmtiE1x3EBwFEEe/C0VaukQ4cufgw3UZo0UvPm0po10tKlwaoOYcN8Ek2aJFWvLpUo4XQ1Ye3xx6UlS6Tnn7cBH3Alp8I++cT2TG3SRIqNZe0AIKDMq97mC+6iRfZJMgDAEQR7kNeP4RqXC/Yu3IiVuDEL+NPIkXarWWIjaSSL+bdlppzecYf05pssIq5cq1ZSx452J7YJhwEAAcYQDQBwHMEe5PVgz/Txqlr18u9burRUsaI0dqx07FgwqkPYDM0wiZQ5y80Ws2RbuNDu1itUyP4bi4ry502Cl7z/vv2a3ru3/VwCAARQpUp20px5kfPUKZYaABxAsAfPOnNGmjdPqlYt6bMOzIuS5jkLPyziTwsWSL/8Ij30kO0zgyu2Z4/UsKEdgjB1qpQlC4uI5EuRQpo4UbrmGqlNG2n1alYTAAI6RMM8QT561LYlAQAEHcEePJ3HmHAvKcdwEz3wgJQuHcdxcYHEhtEMzUiWc+fsBNxdu6QhQ+zOWOBqmVBv8mTbZ69ePdsGEwAQIKYRtXmVnH41AOAIgj3I6/31atdO+t8xoZ4ZALZihbR8ecBKQ7g4fFgaP16qUsUeQ8EV69LF7pzt3Flq2pQFhP/cfLP00UfSli3Sgw/aKegAgAAw7UjMq3Tz50vr1rHEABBkBHvwdLBnnoeULXtlf48ewfjT6NF22ye79ZJl+HDp44+lWrWknj35vIL/ma/X5jjud99Jr7zCCgNAwCQ+QTZTsAAAQUWwB89utFq2TLr11itv0l+unH0zmc6JE4GqEGEzNCNjRqlxY6erCTtmx2v79lK+fNKECba/HhCI1k/9+kkVKkg9ekhTprDGABAQZmpRyZL2VTvzoicAIGgI9uBJs2bZXOZK+uv9/UVJE+qNG+fvyhA2liyR1q61fWXSpHG6mrCyf7/te2aYoCV7dqcrgpuZtk+m316OHFLLlnbWDQAgAK+kmBMM5tVz80UXABA0BHvwdH+95AZ7phdY2rT0CPa0xAbRHMO9ImaYgRlCs3279MknUvnyAbk7wF8k7gw9fVqqW9cObwQA+FmLFnY0eeJgMQBAUBDswbPBXv78UpEiyfv7GTLYcG/pUmnVKn9Xh5B37JjdrlmxImNcr9Bzz0kzZ0odO0qtWgXm9gD/pmZNqU8faeNG6aGHpPh41gkA/CprVqlhQ2n2bGnDBhYXAIKEYA+es22b9NtvdreeOTWQXIkbtXhR0oPGjJFOnfp/o2gkydixNlgxbXjef59FQ/A98YQ9Pf/FF9Ibb3AHAMDvmDIHAEFHsAfPmTHj6o7hJjLN2EuXlkaNkk6e9EtpCAemOePAgVL69PZMKZJk9Wo7nfSaa6RJk+xJHSDYzIs55p+vmYbevbv05ZfcAwDwqxo1pGLFpGHDpLNnWVwACAKCPXg22DMTca/2B0TzoqQ5lTlxol9KQ7iMczXnrx98UEqXzulqwsKhQ3ZYhumvZ/pp58rldEXwMjPrxgxtMSfGmjWzO7gBAH4eonHwoDRtGssKAEFAsAfPbbYy/fVuvFHKmfPqP575oTB1aoZoeHJoBsdwkyQuzmagW7ZIH30k3XxzQO8OkCQFC9o2mWa6uQmdjx9n4QDAb8wI8pgYniADQJAQ7MFT1q2T9u6Vatf2z8fLmNGexly4UFq71j8fEyHM/PRvGsXddJNUrpzT1YSFl1+WvvvOHsMlC0UoMe0Y3nlH+uUXqXVr+8IPAMAPsme3r5r89JO0aRNLCgABRrAHTzG79fzRX+9C9Aj2kMQtPiRUSWKO3b79th0e3K/f1Q2rAQLhmWekxo3t5+q777LGAOA3ic+VBg9mUQEgwAj24LlgLzra9vX1l8qVpVKlpJEjpdOn/fdxEaLHcNOmlZo2dbqSkGd2QbVqJeXIYUOTVKmcrgj4JxM2Dxliv4a/8ILdXQoA8INbbpGKFJGGDpXOnWNJASCACPbgGefPS7Nn2x5f/px5kNgj+MgRO+0TLrVypbRsmQ31zERcXNTRo1LdutKZM3awTN68LBZCl/l+MHWqba1g/nn//rvTFQGAC0RG2ifI+/ZJ06c7XQ0AuBrBHjxjyRJ7itKfx3ATNW9udyQlzlWACw0aZH/lGO4lxcdLDz0kbdwo9e7t392xQKBce600erR9gaZ+fenUKdYaAK6a2bpvjsrwBBkAAopgD57rr+evwRkXypJFatRImjdP+vVX/398OOzkSWnUKKl0aal8eaerCWlvvCF98YUNu594wulqgKS75x7p9del1avtJhOGaQDAVcqZU7r/fumHH6QtW1hOAAgQgj14KtgzR65MI/9AMD8IXrixCy4yYYKdiGt26zEB4qK+/FLq3l0qW1YaOJClQvgxffbMz6Bjxkh9+zpdDQC4AEM0ACDgCPbgCeYI7qJFUq1aUkxMYB6jWjWpRAlp+HDbWwwuYo6QpE4tNWvmdCUh67ff7PJkzSpNmSKlSeN0RUDyWkKNGCEVLy49+6w0cyarCABXxfTAKVhQ+uwz2/AaAOB3BHvwhDlzpNjYwPTXS2Q2cpkXJQ8dssEGXGLNGpsKP/CA7a6PfzCbGevVswH6uHH2+TsQrjJkkKZNs+F048bStm1OVwQAYf6KSdu20p490ldfOV0NALgSwR481V8vkMGeYYYGpEjBcVxXYWjGJZk+ZK1bS7/8Ir3zTuD/jQHBYHZfm517Bw7YYRqnT7PuAJBs5olCVBRDNAAgQAj24JlgL1cu6brrAvs42bJJDRpIs2bZo4kIc2Y0phmaUaqUVLmy09WEpHfflSZPtjubnnnG6WoA/6lbV3rpJWn5cqljR4ZpAECy5c4t3Xef9O230h9/sJAA4GcEe3A9s/N/7Vo7DTcYcw8SewQzRMMFJk2SjhxhaMZFfPedHTZgcs8hQxiWAfcxw2DuvlsaNkwaMMDpagAgjJknyGabv3nCAADwK4I9uN5PP9lfg3VEsGZNqWhR+4Pg2bPBeUwEcGhGqlRS8+Ys8d/8/rvUtKltOzh1qp04DbiNOTk2erRUpIjUqZM0b57TFQFAmLrzTilfPjtEwzS+BgD4DcEePNNfz+zYCwazK7BdO9ub6fPPg/OYCADTNG7+fKlRIylzZpb4byeUTd8xs5nRhB7XXsvywL3MP38zTMP0TzVfDnbtcroiAAjTV0rMEI2dO6VvvnG6GgBwFYI9uJrZ8W+CveLF7YuEwdKypRQTQ4/gsMbQjIv+mzLB9erV0uuvS/fcE+wbAwSfOW4+dKht7dCwIbuxASBZHn7YTsk1JyIAAH5DsAdX27RJ2r49eLv1EuXIIdWrJ82YIW3eHNzHhh+cOSMNHy6VLClVrcqSXqBvX2nMGDtYwPTXA7zCDIh59llp4UJ7LBcAcIXy5rWvCH79tbRjB8sHAH5CsAdPHMMNVn+9C5ldTcbgwcF/bFwlM+b18GF7E4MxcSVMzJxpg40SJWzuaV50B7ykRw/7/WTgQL62A0Cyh2jEx9teewAAv+DHMrg+2DPhQ61awX/sW2+VChe2z1vOnQv+4+Mqj+GahlotWrCM/7Ntm92xlCaNHZaRIQNLA++JjpbGjZMKFJAee0xavNjpigAgzJhR47lz21dH4uKcrgYAXIFgD65lniuYibjlyzsz+8AEimbD17590hdfBP/xkUwbNkizZ9tGWlmzsoySTp+2wzLMQJgRI+yOPcCrzJcFE26br/ENGkh79zpdEQCE2SskbdrYXjnff+90NQDgCgR7cK2VK+3UTieO4SZq1co+f0mcw4AwkHizEs9Se5wZltGxo7R8ufTSS7a3HuB1Zcva3u9muKOZlHv+vNMVAUAYMcGeaXXCEA0A8AuCPbi+v16wB2dcKFcuqU4d+4Lkli3O1YEkOnvWNo8rWlSqWZNlkzRggDRsmO113b07SwIkeugh6cknpblzpWeeYV0AIMlMP4O77rJHWnbtYuEA4CoR7MHVwV6qVFKVKs73CDa7noYMcbYOJMG0afa8qblpDM3QvHl2+meRItKoUVJUFJ9FwIV69ZJq1JA+/FAaOZK1AYAkMycjTN+coUNZNAC4SgR7cG1PMBNKVK9uwz0n3X67fWHSDNGIjXW2FlyGORISEyO1bOn5pTIvoJsjhmaGiMk7nehTCYQ68+ViwgQpTx77esCKFU5XBABh4r777NEWM0TDTMkFACQbwR5caf58e6rSyf56iUyD9bZtpd27pa++croaXNSmTXbaSr16Uvbsnl4o82/HzA7Zs8e+kF6qlNMVAaErZ05pyhT7c2nikBkAQBJeGXn4YWnr1v/3zwEAJAvBHlxpxgz7aygEe0br1vYYIz2CQ5h5xdgw2248zhy/XbhQevZZqXFjp6sBQl/FilL//tIff0hNmrA7GwCSPETD4AkyAFwVgj24knnhL0sWqUwZhQRzTMucOPjmG2nbNqerwT+cO2e3phUuLN1yi6cXyPSCHDjQhuI9ejhdDRBeP5+2b29fWHrhBaerAYAwYJ53mZ41n38u7d3rdDUAELYI9uA6hw5Jy5dLt95qj8GGUo9gM0TD9NpDiJk+Xdq3z96kUPqkCbIlS6SOHW1PyHHjpOhopysCwssHH0g33yy99540frzT1QBAGDAnJUwT6mHDnK4EAMKWd3+ChWvNnGkDtFA5hpvorrukvHntjiiGaISYQYNsitWqlbzKvFBu+oOZXHPqVClrVqcrAsJPypTSpEm2H7xpHbV2rdMVAUCIq1NHypHDPhdjiAYAJAvBHlwnsf9uqAV7pseeGaKxY4f07bdOV4M/bdkiff+9dP/99qdxDzp/3vbS27nTtrkpW9bpioDwlTu3DffMCX8zi+fwYacrAoAQliKFfWF182b76jwA4IoR7MF1TH+jggVt245QY3ZwmB1R9AgOwaEZ5hiuRz3zjDRnjvTkk9JDDzldDRD+qla1x3LNz6nNmklxcU5XBAAhzLzybZhdewCAK0awB1cxEwk3brS79SIiFHLy5ZPuvlv66iu7OwohsFXNND00TeVM82YPGjVK+vBDqUYNqVcvp6sB3KNDB7sJxQxN6t7d6WoAIIQVLWqbY0+ZIu3f73Q1ABB2CPbgut16Ru3aCukewaaFCEM0QoBJWPfs8ezQjJUr7aWbqc0TJkgxMU5XBLiHeXFpwACpfHnpzTeladOcrggAQph5QmJecB0+3OlKACDseO8nWXiiv5550S9U3XOP7cFkToByPMth5ky0aX7YurW85sAB2//LhMzmBfKcOZ2uCHCfVKmkyZOlbNmkFi2kX391uiIACFHmSYmZ3GWO45opeACAJCPYg2uY5wBmx17p0na4Vqgyw1dNr71t26QffnC6Go+f2zZTTO67zyatHmKmMjdpYpegf3+pYkWnKwLcK39+uyP21Cn7c+uxY05XBAAhOlbc9C/47Tfb+BcAkGQEe3CNn3+W9u0LvWm4/6ZNG3tMiyEaDjJnoU0abM5Ge8wLL9gQvH17+7kIILBuuUV67z1pwwa7c8/slAUAXGSIBk+QAeCKEOzBdcdwwyHYM1N777xTmj5d2r3b6Wo8yGxZGzLETjMxN8JDzM4hEzDcfLOd2gkgOJ56SnrwQenzz6UePVh1APiHEiXsNC/Tw+DgQRYIAJKIYA+uCvZM8//q1RU2PYJNj71hw5yuxIPMmEozlthsVzM99jxi7VrbTjBXLmnSJHvqBUBwmF3apnWUaRfxyivS11+z8gDwD+Ykxdmz0siRLA4AJBHBHlzh3Dlp9my7CyltWoWF//zHDiwwP+hxLCvIzKKbKbim2aFHHD5s+3uZfysTJ3qurSAQEtKkscNqMmWyu/c2bXK6IgAIMQ0aSJkz2+O4DNEAgCQh2IMrLF4snTwZHsdwE5ndhSZX2rLF9jtDcESZs89ffWXHE5ujuB5gdoY2ayZt3myP31ar5nRFgHcVLiyNGycdPy7VrSudOOF0RQAQYuPEE8eIz5/vdDUAEBYI9uAK4dRf70KJgwvoERw8acePt1skzVloj+je3Z4+NsPmOnRwuhoAd9whvfWWtG6dfYGHTSkAcIHE52jmhAUA4LII9uAKZsdb+vRShQoKK0WK2DBy2jRp716nq/GAuDilNVtlzDlUs2PPA8zn1ptvSuXLSwMG2D5fAJz33HNSw4b2aLwZaAMA+J/rr5eqVrUTv0wvEQDA1Qd7Z86cUd26dVWsWDGVLl1at99+uzbRGAYh4tgxadEiqVYtKTpaYdkj2AxpHT7c6Uo84PvvFb1rl90qGY6fLFdo06Zo32mWbNnsgDlzugVAaDAh+2efSdddJ3XrJv3wg9MVAUCI7do7c0YaNcrpSgDAPTv2HnnkEW3YsEGrV6/W/fffr7Zt2wa2MiCJ5syxPcTC7Rhuovvvl7Jnt6cNOI4VYJ9+qgTz03TiGWiXB97t2mXTqVP2Be/8+Z2uCMDfmZ3mZlet+bVJE2nbNu9M6QaAS2rUSMqYkSfIAJAESdqykipVKt1zwbG1ypUrq1evXkn5q0DAhWt/vUQpUtjeZ+Yo1qxZ0i23OF2RO+1YtEOdpj2kfRm7K7JFAbmdmRGyeXOM+vThcwoIZUWL2g0pZlJ6+/bZtGSJnZ4LdzAtXc2OzCxZ0vqOXwNIIvOF8KGHpH797JS8ypVZOgC4iGSdRfvggw98u/b+rk+fPr63RMeOHdP27dvlVocOHZKXhOr1fvNNLuXIEal06XbJX59uwb7We++N1nvvXaO+fU/q2muD+9ihel/96czRs3qw9hktU31liTutiHVx8oJmzQ6pQYMzfvt3Ecq88Hns1ev1wrWWLi117pxB77+fUc2bn1Tfvoc80Q/TC/e2d+8M+uCDjJKyKFu2/brjjjNyOy/cV69eb7CvNaZOHeXq108n3n9fh4O8qcRL99Vr18u1utchD30eX3Ww16NHD19/vRlmWsHfdOnSxfeWKG/evMqXL5/czO3XF+rXu2eP9Ntv9gW9/Pnzhe21mocyO/W+/TatUqVK6zua6+X76k8J8Qlqe9s8LTtVXd2qzFKHcUVcfb0X2r79jGeu1fDStXrter1wreZn1rVrT2vq1LSqWTOtOnWSJ7j53n7+uXkx3Aa327fHqXPn7Fq6VCpeXK7n5vvq9esN6rWax6pUSem++ELpPv3UHs0NIi/dV69dL9fqXvk89Hmc7Km45vjtlClT9M033ygN50QQAhLz5dq15YoewefOSSNGOF2Juwx8aK4++6267sy6TG/MrO50OQDwryIjpb59D6pYMenpp6XZs1mocLZ+vX3R0QwvMgHfxx8f1MmTUr160vHjTlcHhNmUudOnpTFjnK4EAMI/2DNHbMeOHasffvhBmTJlCmxVwBX213NDsGee7GfNSo9gf1rw6Vo9OaayCkf/oTGLiygqBY3pAYSuDBkSNHWqlDq17RvvhWP0bh1eZL6nmyBv/HipQAGpatWz6tlT+vVXqWVL23sPQBI88ICdMDRwIFPmAOBqgr0dO3bo6aef1pEjR3TLLbeoTJkyqlSpUlL+KhAwZoKsCfZKlDDHvsN/oVOlsk/2N2yQ5s51uprwt3vVXjXokEMxOq+pY88qS5HMTpcEAJd13XXS8OHS/v1SgwbSGfe3ZHMVE9iZgVhmx54J8m699f9/ZrrVmOnHJrx95x0nqwTCSNq0pmmwtHq1tGyZ09UAQPgGe6ZXXkJCgjZv3qxVq1b53hab6USAg0xvvR07wnca7sWO4xqmjQiS79yJc2pYY6/2xOfUkCdW68aGxVhOAGGjfn07SdX0Y3vsMTaphBMT2JngzgR4F7Sd9jEDUQYPlm64QXrpJdNX16kqgTA8jmsMGuR0JQAQ/j32gFDsr+emYM/sPqxeXZo0yUz1cbqa8PVU5UVacPxGdblptpp8WMXpcgDgir3xhnTnndJnn9kTaAh933xjA7sbb7QB3r9NNjabj0zwZ2YANG0qbd7sRKVAmClbVipf3vbZo0klAPwDwR7CljmGa5qN16wp170oefasNHKk05WEp88enqcB62ro1swr9O68qk6XAwDJEhVlf4YtXFh68klpwQIWMpSZgO7BB21gN2WKDfAupkgRaexY6ejR//fiA5CEJ8jmH4v5xwMA+AuCPYSluDjpp5+kChUkt81yMT2VMme2x3FNH0Ek3dLhv6jD0ArKH7VD4+bnV3SqaJYPQNjKksXu7oqJsd8bdu92uiL8m8RptyaoM5mDCe4u5667pDfflNauldq25fs9cFnmfLtJzOlXAwD/QLCHsLR8uX0C7aZjuInMNMSHHpJ++YUdGldi37r9qt8mkyKUoCnDjit7yWwBu0cAECzmWOeQIdKePVLDhtK5c6x9KDEvwLVpYwM6E9SZwC6pTB9FEwiOGyf16RPIKgEXMJNxzbZY80PAihVOVwMAIYVgD2F7DNdwY7B34RANegQnzfnTsWpcdad2xOXWwLbLdFPzkoG8PQAQVImDGMxx3M6dWfxQYgK58eP/P/DkSpgefGYCcsmSUteu9iQCgEtgiAYA/CuCPYTt4Ayzs+3mm+VKpUpJVarYHxYOH3a6mtDXtep8zT5aRo/fMFstB1VzuhwA8Lt335VuvVXq318aOpQFDpXnIiaQM8HcsGH/PiwjKZuQzHHrdOmkxo2lP/4IRKWAS9x0k1SmjDR6tHTihNPVAEDIINhD2Dl1Spo3T6pRQ0qZUq5ldu2dOWOfu+DiRj+2QH1X1lS1DKvVZxETcAG4U3S0PbKZP7/UoYO0dKnTFXmbCeAeeMAGciaYMwFdchUvbgdmHTxod/6dPu3PSgEXMem52bVnJuNOmOB0NQAQMgj2EHbmz7c9hmrXlquZV+7NdD2GaFzcqvEb1K5/GeWO3K2Jc69RTJqYIN4hAAiu7NntxFXDBED79nEHnGCCN9MbzwRxJpAzwdzVqlNHeuUV2zrs0UcZpgFclOmzlyYNQzQA4AIEewg7bu+vl8g8Z2ne3DbkXrLE6WpCz8GNh1SveRrFKlqTBx5UrhtzOF0SAATlJNrAgdKOHXbHWGwsix7sYRkmeFu50gZxJpDzl1dfle69VxoxQvr4Y/99XMBVzKve5ovf4sXSmjVOVwMAIYFgD2EZ7GXNKpUuLddLHKJhdu3h/+LOxanpzVu0NTaf+jVbpMptS7E8ADyjZUvpscekWbNsjzcET79+Nni77z4bxPlTZKQ0apR07bV2SMrcuf79+IBrMEQDAP6CYA9hxRx7Ma+Sm2O45gmw25nwsmJF21fp2DGnqwkdL9acqx8O3qR2JebokVE1nC4HAByZxlqtmvT++9KYMdyAYDBBm5lOXLSoPYIbiOchmTJJ06bZHsING0o7d/r/MYCwV6mSdMMN9h+iab4NAB7ngWgEbjJzpj0G4/ZjuH9/UdI8Z+EHN2vi0wv17qJaqpT2Z320uJLDdwcAnJEihTRxopQ7t9S2rbRqFXcikMzRZxO0mcDNDMswAVygXH+9nXxseig2aCCdPRu4xwLCeojG0aP2CyEAeBzBHsKyv57bB2dcyLQRMdP2TE8lE2p62c/TNql1nxuUI3K/Js3MqpQZXDwWGQAuI1cuafJk22cvcZgD/M8EaybUM0HbsGE2eAu0Ro2k556zbcSeeCLwjweEnWbNpFSp6FcDAAR7CMdgr1AhqXBheUa6dHYAmNmNsXy5POvIH0dVr3G0ziqlJvbdpbwVrnG6JABwXOXKtu/b1q32e0VcnNMVuY8J1kzAZoI2E/AFy1tvSbffLg0aZN8AXCBzZqlxY2nBAmndOpYGgKexYw9hY8sWafNmbx3DTeT1HsHxsfFqXvE3bTpfUH0aLFCNJzwwOQUAruB7hDmO+/330ksvsWz+ZIZXme+9d9xhg7ZgioqSxo6VChaUHn9cWrQouI8PhDyvP0EGgP8h2EPYmDHD/urFYK9cOemmm2yfvePH5Tmv1Z6jr/ZVUIvC8/T4BIZlAMDfmV17pp/8O+9IkyaxPv6wcKEN1EywZr7/mqAt2LJmtT39zGObfnt79gS/BiBkVakilSxpR1WfOeN0NQDgGII9hF2wd+ut8qR27aQTJ+yEXC+Z/uJivT6nlsql/lWfLL1JEZERTpcEACHHDHUwgV6OHFKrVpxMu1omQDPHbqOjbbBmAjanlCljNyTt2mV7750751wtQEgO0Th82DYcBQCPIthDWIiPt8GeeXKbLZs8qWlTKW1ab/UI3vDN72reo6SyRhzUlB/SK3WW1E6XBAAhK29eOyDSDHuoW1c6csTpisKTCc5MgGaCtMGD7XOPUJgT8NRT0rx50tNPO10NEEIeesi+suGlJ8gA8DcEewgLa9dK+/d78xhuogwZbLi3bJm0cqVc7/iu46pXN0EnlVbje25Tgap5nS4JAEJejRpSnz7Spk32513zwhiujAnOTIDWubMdSBIqevaUata0x67NyUMA/zuvbrbXzpkjrV/PkgDwJII9hM00XMPLwZ6XegTHxyWoZYV1+vVcEb173zzVfqas0yUBQNgwfeFatJC+/FJ6/XWnqwkvw4fb4KxWLRukhZKYGGnCBLszs317aflypysCQqhfjReeIAPARRDsIWyCvRQppGrV5Gnly0ulS0ujRkknT8q13rlntqbuqqwH8i/Q058zLAMArrTt1Cef2MFLr70mTZ/O+iWFCcpMYGaCs/HjbX+9UGN6KE6ZIiUkSPXr29MMgOeZrcrFitlk3vQiAACPIdhDWPS6MbvrzeAr02POyxJ7BJvJuOZVezf69s1leun7Groh1W8asrQ0wzIAIBlSp7YBkDmlZo7kbtjAMl6KCcjq1bP/bdbNBGihqkIFqX9/ads2qUkTKTbW6YqAEHmCfPCgnXYDAB5DsIeQt2iRdOqUVLu205WEBtNA2/zA5sYewZtnblPTV65VxohjmvpVSqXN4fEkFwCuQoECdueZmahuQivzohD+yQRjJiDbvl0aMMAGZ6Hu4YelDh2kn36Snn/e6WqAEGD6D5jz6m58ggwAl0Gwh5BHf72/yphReuABG3iuWSPXOLnvpOrdc0ZHEzJo7OubVOTWAk6XBABhz7wo9u670q+/Sq1a2SOc+CsTjJmArGNHqXXr8Fmdvn3taYbevaVx45yuBnBY9uz2fPrMmdLGjU5XAwBBRbCHsAj2zERY018O7hyikRCfoLYVVmvtmWJ647Y5uuslbjYA+HPKq3lByBwxfecd1vVCY8faYKxqVen998NrbUzv4UmTpGuukdq0cdeLfcBVPUEePJgFBOApBHsIaceOSUuWSLfcEppNrJ1SubJUqpQdomGOKYe7PnXnaNy2Kqp3zSJ1+7am0+UAgOvaTw0ZIt1wg/Tii9K33zpdUWhYvdoGYiYYmzjRBmXhxtRuwr3z5+1x60OHnK4IcJAZZ33ttdLQobZJNwB4BMEeQtrs2VJcnHTbbU5XEno/pLVrJx05Yp/Qh7Ofeq9U1y+qqUSKzRq25DpFRkU4XRIAuI4ZPmV6ypt2Dk2bSps3y9NMAGaCMNNfL3HXW7gyx3E/+ED6/Xfbh9c8bwI8KTJSatvWTsP5/HOnqwGAoCHYQ1j012Nwxj81by6lShXePYL/WLBTjZ/Nr7Q6qWnTIpQhbwanSwIA1ypSRBozRjp61IZaJ0/Kk0zw9eCD0pYt0ocf2mAs3D36qB2oYXZjvvKK09UADjLNRM0xH7f0qwGAJCDYQ8gHe7lzSyVKOF1J6MmSRWrUSJo/X/rlF4Wd04dOq/7tx3QwIatGvfCrit9d2OmSAMD17r5beuMNae1au7HFi8M0Xn5Z+u47ewy3fXu5Zif/xx/bib49etjdmYAn5cwp1a0r/fCD3cYKAB5AsIeQtWuXDazMMVzzhBXuGaJhhmU8WnG5VpwqqZerz1Kdtyo5XRIAeEa3bnbHnpmkGm4DI66WGSDy9ts2AOvXz13PL8wu/smT7XDQFi3sJGTAk0y/GoMhGgA8gmAPIWvGDPsr/fUuzkzxK1lSGj5cOnNGYePjJnM1YnM13ZN9qbr/VMPpcgDAc22ohg2zu+GffVb66Sd5gnmxsGVLKUcOG4CZIMxt8uWzg0BOn7ablsyxa8BzzA8PBQvaIRpmsgwAuBzBHkI+2KO/3uWHaBw+bH9ICQdz+61W54k369qYrRq9tJgio/kyBADBliGDNG2aHarxwAPSH3+4+x6YgMsEXSbwmjDBBmBuVbOm1KuX9NtvdudefLzTFQEOvHphniDv2SN9+SXLD8D1+IkaIcn0/DH99cxuNNNjDxdnnrSnSBEex3F3Ltuthp1yK6XOaur488pUIKPTJQGAZxUvLo0cKR04INWvb0MvNzLB1kMPSRs3Sr172+DL7Tp1shNyp0+X3nzT6WoAB7RuLUVFhfeUOQBIIoI9hKQNG6SdOzmGmxRZs0oNGkizZ9t1C1Vnj51Vg1oHtS8+u4Z2XqtS9Yo6XRIAeN7999thEitWSB06uHOYhhkW8sUXdpr8k0/KMzv6TZ5RpozUvbv01VdOVwQE2TXXSP/5j52U4/YtyQA8j2APIcns1jPor+eeIRpPVlqsxSdLqWulWWrU52anywEA/I8Jfu65x/Zr7d/fXctiTuGZ6zMB18CB7hqWcTlp0thhIZkz2917Zsci4LknyObViiFDnK4EAAKKYA8hG+yZ3fNeOC7jD2adiha1P5SdPauQM6jFHH26voZuz7JcPeZUd7ocAMDf2lGNHi1de6301FPS3LnuWB7TY84EWlmySFOn2qDLawoVstOPjx+3PQZPnHC6IiCI7rhDyp/fBnuxsSw9ANci2EPIMd93Z82SKlaUMtKC7YqGaJg+SaYZeihZNGSdHh9ZSQWjt2vsokKKShHldEkAgL/JlMmGXylTSo0a2XYY4cwEWfXq2SBr/Hg7INOrbr9devttOxXYtB1z43Fr4F+ZXQJt2ki7dklff80iAXAtgj2EnOXL7fQ6puFemZYtpZiY0OoRvGfNPjV4JKuiFKepo04pa9EsTpcEALiIUqWkoUOlvXtt79ZQ3AGeFCa4MgGWCbJMoEVbD+nZZ21gO2mS1LOn03cICKKHH7bbkkO5Xw0AXCWCPYQc+uslT44cdnfCTz9JmzbJcedOnlej6ru1Kz6XBnVYqTIPFHe6JADAZZjwp2tXafHi8B008e670uTJ9lpMoAW7s/+zz6Trr5deeEH64QdWBR6RN6907712x9727U5XAwABQbCHkAz2TB+cypWdriR8h2gMHux0JdLTVRZo3rHSeqrsbDXrX9XpcgAASdSjhz2+aXaAh9smFzMA0wRXZvehCbK8NCzjctKls8et06eXmjSRtmxxuiIgSEy/mvh4+0UBAFyIYA8h5dQpacECqUYN2+cHV+aWW6TChe1RqnPnnFu9EY/MU781NVUz4yr1nFfFuUIAAMlqSzV2rO1L9/jjdvdeOPj9d6lpU9uf1wRYJsjCX5lBW2ZQyuHDdpe/ed4FuN7dd0t58tghGnFxTlcDAH5HsIeQMm+eDaToh5M8poWIeVFy3z5p+nQ5YvnoX9V+0E3KG7VLE+bnUUyaGGcKAQAkW9as0pQp9vuK6be3Z09oL6YJqOrXl44c+f+EX/w7cyrxtdek1avtTn+GacD1oqPtEA1zFNds6wUAlyHYQ0ihv97Va9XKPn9x4vjU/vUHVb9leiUoQlOGHFGO67MHvwgAgF+ULWu/l5gJuY0bS+fPh+bCmmDKvKhlgqrXX5fuucfpikLfiy9KderYEPSDD5yuBggCE+yZs/mhNGUOAPyEYA8hF+xlyybdcIPTlYSvXLnsk/Xvvw9u/5zYM7FqUuUPbYvLq/6tlqpCy+uC9+AAgIBo3lzq1EmaO1d6+unQXOS+faUxY6T777f99XB5ZifmiBFSsWLSM89Is2axanC5/Pmlu+6SvvxS2rXL6WoAwK8I9hAyDhyQVq6Uate2TzgRXkM0nq8+Xz8dLqcO18/Rw0OrB++BAQAB9d57Us2a0kcf2TAolMycaSffFi9ua+P5Q9KZXoTTpkmpU9sdmQwMhSeeIJsee6YZNQC4CPEJQsZPP9lf6a939cw0wwIF7PCvYBydGtdpgXovq6kq6deo7yLGGQOAm8TESBMmSHnzSu3bSytWKCRs22YDqTRpbECVIYPTFYWfkiVtILp/v+1ReOaM0xUBAW4wec01tseAmZILAC5BsIeQQX89/zE7Ftq2tc3Ov/pKAbVm0m9q82Fp5Yrcq4mzcypFuhSBfUAAQNDlyGGHaZh+dmaaqtll7yQTQJmhHqYOE0yVKOFsPeHM3E/Tc2/ZMqljR4ZpwOWvUrRuLf3xh/TDD05XAwB+Q7CHkDFjhlSkiFSwoNOVuIN53hIVFdgewYc2H1a9pil1XjGa9PE+5S6bM3APBgBwVIUKUv/+dqfcAw9IsbHO1GHCxQ4dbBD10ktS3brO1OEmZkquaT9mTih+8onT1QABZF75NpyYMgcAAUKwh5Dw++/2zfTXg3/kySPdd5/07bf2hUl/izsXp2aVN+n32AL6oMkiVX2UiScA4HYPPyw9+qhtn9GtmzM1DBggDRsm3X231L27MzW4jXkh0AwgKVzYDktZsMDpioAAKVRIuuMO6fPP7dEWAHABgj2EzG49g/56/u8RbHY2mF57/vbKLXP17YEKerjoXD06mmEZAOAVH3wgVaki9eoljRsX3MeeN88GT2aH/+jRNpCCf2TOLE2dak8rmmPODA6Fa7VrZ7ccm1cIAMAFCPYQMv31IiKkW25xuhJ3ufNOKV8+acgQ/x6ZmvrcIvVYUEsV0q7Tx0sqKCIywn8fHAAQ0lKkkCZOlHLlktq0kdasCc7jmqCpUSP7+GZYhgmi4F833mifM5iNTGatz51jheFCderYxqGDBzNEA4ArEOzBcWYoldmxV7aslC2b09W4i9nJYH7o2rlT+uYb/3zMX7/crBY9r1f2iP2aPCOzUmVK5Z8PDAAIG7lzS5Mm2cnrZvjCoUOBfbyzZ6WGDW3gZPrAlSoV2MfzsiZNpGeescdxn3rK6WqAADCvDphm1Js3SzNnssQAwh7BHhxnXuk/eJBjuIHsh2Sm5PqjR/DRbUdVt36kTiu1JvTZqXyVcvujRABAGKpa1R7LNT1ymzWT4uIC91jm+O3ChdKzz0qNGwfucWC9/bbte2z6GQainQcQMkM0AjllDgCChGAPIXEM12BwRmCYo7imwfhXX0k7diT/48THxqtFpfX67Xwh9ao7X7WeKuPPMgEAYcgM0jAbX8ygpldfDcxjmKOhAwfa5wk9egTmMfBX0dG2f2L+/HYC8dKlrBBc5tprpVtvtY0l9+93uhoAuCoEewiJYM/siK9WzelK3D1Ewxx5vppX3d+8Y46m76mkZgXnq9PkGv4sDwAQpkx/3P79pfLlpbfesj8j+9OSJVLHjlKBAjZoMoETgsO0RzH30+z6r19f2rePlYcLnyCbfgLDhztdCQBcFYI9OMr0zJkzxx7nSZOGmxEo99xj+yGZHsHJOSr1Vfel6j6zhsqkXq9Pl5ZlWAYA4E+pUklTpkjZs0stWki//uqfxdm71wZKJlgyARN9eIOvXDm7W9Ls+DdHoE0GArhG3br2C4s5jpuQ4HQ1AJBsBHtwlOmXc/o0/fUCzexwMEM0tm+Xvv/+yv7uxh+2qtlrxZQ54oimfJtWabKRwAIA/tn2YcIE+z3dDNM4evTqVsgESCZIMsOfzM/cZsAWnGHC2ieekGbPlrp25S7ARVKmlFq2lDZutJ/gABCmCPbgKDMN17jtNm5EoJlgzxyZupIewSf2nFDd/8TquNJpXI8tKlQjXyBLBACEsVq1pF69pA0bbBhkWkAkl5nKanb0P/mk9NBD/qwSydG7t1S9utS3rzRqFGsIF2nXzv7qjylzAOAQgj043l8vY0bpppu4EYFm+hPdeaf0xRfS7t2Xf/+E+AS1Lr9Wv5y9Vj3umqvbn+cmAQAuP732wQel6dNtz73kGDlS+vBDqUYNGxTCeTExdkemaeth2pKtWuV0RYCfFC8u1awpTZokHTzIsgIISwR7cIw5pmOaYt9yixQVxY0IBvNk3PTYGzr08u/b877ZmrTzZjXMs1Bdv6oZjPIAAGHO7Aw3G19Kl7ZTcs1E9iuxYoX9XpUnjw2STKCE0JArlzR5sn0eYY5bk4HANcwXnXPnpBEjnK4EAJKFYA+OmTXLHtPhGG7w3HeflDOn/aHrUkekfnhnuV74prquT7lRQ5fdwLAMAECSmWFYZthF5sxSs2a2fVVSHDhgh2WY709mGIf5foXQUrmy1K+ftHWr1LRp8gZyASHHfOHJkoUhGgDCFsEeHD2GaxDsBY/Z+fDww/YJeeL6/92WOdvV5IVCSq8TmvpFjNLlShfECgEAblCokDRunHT8uN3ddeLEpd8/NlZq0kT64w+pf3+pYsVgVYrktCQzG5x++EF68UXWDy4Z7W0ag65fL82f73Q1AHDFCPbg6OCMvHmlYsW4CcHUtq399d+GaJw6cEr17jylwwmZNPrV31T09oLcHABAstx+u9Sjh7RundS6tZSQcPH3feEF+7ygfXs77AmhzfRANLv33n1XmjjR6WoAPw7RuJIpcwAQIgj24IidO6Vff5Vq17b9eBA8hQvbXZKffy7t3fvXYRmPVFip1WeKq/stc3Rv9wrcFgDAVenaVWrY0Palf++9f38f00vP/JkJij74gAUPBylT2ntqjkub0Pbnn52uCLhK110nVa1qk+rDh1lOAGGFYA+OMK/KGxzDdYY5QmOOPQ0b9v/f+6DBHI3eWlV1ci3WS9/XcKgyAICbmBfvzMCm66+XunWzxzcvtHatDYYSBzOYwAjhwQw4MRnI2bP2uPWRI05XBPjhCfKZM9KoUSwlgLBCsAdHJPZ3Mzv2EHz33y9lz/7/IRqz+q7SM9OqqljMFo1YXEKR0XxpAAD4R7p0dphG+vS2j96WLfb3jxyJ8AVCZhilCYhy52bFw0316tL770ubNtlBKZcazAWEvEaNpEyZGKIBIOwk6af3J598UgULFlRERIRWrVoV+KrgaqbHjgn2zKv311zjdDXelCKF3SGxebM0dcg5Ne6SR6l1WtOmxCtj/oxOlwcAcJmiRaXRo+0JNzOA0gzT6NQpq+/7kDl+W62a0xUiuR57TGrZUvr6a+m111hHhLHUqaWHHvKdLU+xYoXT1QBAkkUn5Z0aNmyorl27qhrPuv4UHxuvjV9tV75H8yV9teFjBk7t3i01bhyiCxIbq8gDB1x/HqhtvSj17JlVnd8o4vv/KV0XqeR9lZ0uCwDgUvfeK3XvLr36qnTDDWZCe2q1aiV16OB0Zbja49YDBthj1a+/bvrupfb1VfSKAwci3f6U0VvXWv9R6aNxOjXoc+0rWlVecWjPEaU8lkpewLW615n4s5JH45kkBXs1atBv6+/aXTdfYzfepIVZNqh04+KBuDeuFdLHcE2gV7268pj00eWKSrpFMzRTt+qFKrNU791aTpcEAHC5l16Sli+Xpk834d45DRiQgiFaLtnoNGWKVL682cGXzbeLzzvyyDu8cK3XSdonfS375hnZ5R1cq1v1a7JcRcdeKy9KUrCXVH369PG9JTp27Ji2b98uN6rbKk4jX4xWvQdTa3ruX5SxQHq53aFDh/zycb74IpuiolKpSJGd2r49QSEjNlbZW7RQqvXrdfiuuxRtRr253NuHZ+iroyf18JAbXPtvNVCfx+GAa3Uv7q07eeW+vv12hEqVSqdbbtmp/fszyAu8cG8jI6WRI2M0YkSUUqTwxs4f48yZs0qVyu3b2Lx1rZEHDypiwwZFRUbJK+Li4hQV5Y3r5VrdK2fxBM/8TBvQYK9Lly6+t0R58+ZVvnzu3AuZ74V86rH4Wz07/S49U3eZvtpVXFEp3P/F8Grvp5nEumiRVKmSmSqfVyHlueekefOk9u114sUXXfu5e6FKknJv3+6Ja72Ql66Xa3Uv7q07eeW+vvWWtH37cc9cr+GFazWXeP315nmFd3bEbN9+RPnyZZMXeOda02v79ihP/JtNZMIQr1wv1+pe2z30efx3jL68Co0/vE6ti87VdwfL65Vb5vrvrrjY0qXS8ePSbbcptEyYIPXsKVWubLt4AwAAAAAAhDiCvasQERmh/ksqqHyaX9RjQS3f8AEkrb9eSAV7P/8sPfywlCuXNHmy64dmAAAAAAAADwV77du39x2r3bFjh+68805de603GxL+m1SZUmnKT5mUPWK/Wr53vX6ZvsnpkkLajBlS2rT2KG5IOHxYqltXOntWmjhRyp3b6YoAAAAAAAD8F+wNHDjQF+rFxsZq79692rSJ8OpC+Srl1oQ+O3VaqVW3YZSObjuatNX3mJMnpQULzJRlKUUKp6uRFB8vNW8ubd4s9e0rVavmdEUAAAAAAABJxlFcP6n1VBn1qjtfG88X0kMV1ys+Nt5fH9o15s6Vzp8PoWO43btLX38ttWoldezodDUAAAAAAABXhGDPjzpNrqFmBefri72V9OYdc/z5oV0hpPrrTZsmvfGGdNNN0oABUkSE0xUBAAAAAABcEYI9Pw/T+HRpWZVJvV6vzqylL19Z4s8P74pgL0cOqVQphwtZv15q0ULKlk2aMkVKlcrhggAAAAAAAK4cwZ6fpcmWRlO+TassEYfU7I3i+u27Lf5+iLC0f7+0erVUu7YU6eRn3bFjUr160qlT0oQJUv78DhYDAAAAAACQfAR7AVCoRj6N67FFJ5RO9e6P0/Fdx+V1P/1kfzXBnqPDMlq2tDv2evaUbrnFwWIAAAAAAACuDsFegNz+/E3qcddc/XL2Wj1c8WclxCfIy0Kiv97bb9veek2bSp07O1gIAAAAAADA1SPYC6CuX9VUwzwLNWnnzep572x5VUKC9MMP0rXXSgUKOFTEN99IL78s3XijNHgwwzIAAAAAAEDYI9gL8DCNoctu0PUpN+qFb6vr+7eXy4t+/1364w8Hd+tt2iQ9+KCUKZM0daqUJo1DhQAAAAAAAPgPwV6ApcuVTlO/iFF6nVCTFwvr91nb5DUzZthfHQn2TpywwzKOHpXGjpUKF3agCAAAAAAAAP8j2AuCorcX1OhXf9ORhIyqf/dpnTpwSl7rrxcR4cCsCnMGuE0b6eefpbfeku68M8gFAAAAAAAABA7BXpDc272CXrt1jlafKa525Vd6ZpiGGURrduyVKydlyRLkB+/dW5owQWrQQHr++SA/OAAAAAAAQGAR7AXRi9/VUJ1cizXmj6r6oMEcecGqVdKhQw4cwzXbBJ97TrruOmnoUIZlAAAAAAAA1yHYC+ZiR0dqxOISKhazRc9Mq6qZfVbK7Uy+ZgQ12Nu6VWrSREqXzg7LSJ8+iA8OAAAAAAAQHAR7QZYxf0ZNmxKv1DqtB57Jq20Ld8rNzDHclCmlqlWD9ICnT0v160sHD0qjR0vFigXpgQEAAAAAAIKLYM8BJe8rohFd12l/QnY1uO2ozhw5Izc6c0aaO9eGeqlTB2lYRvv20sqVUvfu0n33BeFBAQAAAAAAnEGw55B671bWi1Vnadmp69SxwlJXDtNYuNBuoAvaMdx+/aSRI6X//Ed6+eUgPSgAAAAAAIAzCPYc9NpP1XVXtqUauqm6PnnQfcM0gtpfb84cqXNnqWhRG+5F8qkNAAAAAADcjfTDQVEpojRmSVEVjv5DT46vovkD1shtwV6mTFK5cgF+oB07pEaN7HnfadOkjBkD/IAAAAAAAADOI9hzWOZCmTRt3Fml0Dk1fDyndq3YIzc4ckRatky69VYpKiqAD3T2rNSggbRvnzRsmHTddQF8MAAAAAAAgNBBsBcCbmhQTEOeWK098TnVsOZ+nTtxTuFu1iwpPl6qXTvAD/T449KSJVK3bjbgAwAAAAAA8AiCvRDR5MMqeqb8LC08cYM6VVqkcBeU/nqffioNHizdeaf0xhsBfCAAAAAAAIDQQ7AXQt6eW021M6/QJ7/U0JBWcxXuwV6+fHaWRcBG7prdeoUKSWPGBPi8LwAAAAAAQOgh2Ash0amiNW5hARWI2qGOwytqydB1Ckfbt0sbNtjdehERAXiA3bvtsdvoaGnqVClLlgA8CAAAAAAAQGgj2Asx2Ypn1ZThxxWpeNVvm0V7f96vcDNjRgCP4Z47ZyfgmnBvyBCpdOkAPAgAAAAAAEDoI9gLQeWaldSn7ZdrZ/w1alxtp86fOq9wDPbMRFy/69JFmj/f/tq0aQAeAAAAAAAAIDwQ7IWohz6ppidunK05R8vo2aoLFC4SEmx/vVKlpFy5/PzBhw2TPv5YuuUW6d13/fzBAQAAAAAAwgvBXgjrvbCKqmdYrQ9W1dSoDvMVDn75RdqzJwDHcJctkx591E7kGD/e9tcDAAAAAADwMIK9EBaTJkYT5+dWnsjdavdJOa0cu16hzuzWM/wa7O3fL9Wvb/97yhQpe3Y/fnAAAAAAAIDwRLAX4nKWyq7Jnx5UvCJV76F0OrDhoEI92DOb6WrU8NMHjI2VGje2o3Y/+UQqX95PHxgAAAAAACC8EeyFgUptSunjFkv0R1xeNa2yVbFnYhWKzp+XZs+WKlWS0qf30wd97jlp1izpscekVq389EEBAAAAAADCH8FemGg7vLoeKTFHPx66SS/WnKdQtHSpdPy4H4/hjh0r9ekjVa1qfwUAAAAAAMCfCPbCyIeLK6lyurXquaSWJnRe4O7+eqtXS23aSLlzS5MmSSlS+OGDAgAAAAAAuAfBXhhJmSGlJs/OrpyR+/Rw3xv189SNCrVgL106exT3qhw6JNWrZ/vrmVAvVy4/VQgAAAAAAOAeBHthJne5XJr00R6dVUrVbZxCh7ccUSg4cUJauFCqWVOKibmKDxQXJzVtKm3ZIn30kXTzzX6sEgAAAAAAwD0I9sJQtY43qm+jBdocW0DNK21UfGy80yVp7ly7we6qj+G+/LL0/fdS27b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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 25
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-11-07T03:19:53.029518Z",
     "start_time": "2025-11-07T03:19:52.823035Z"
    }
   },
   "cell_type": "code",
   "source": [
    "# 7.8拓展（一图多个坐标系子图）\n",
    "import numpy as np\n",
    "\n",
    "x = np.arange(0, 100)\n",
    "fig, axes = plt.subplots(2, 2, figsize=(20, 10), dpi=80)\n",
    "\n",
    "ax1=axes[0,0]\n",
    "ax2=axes[0,1]\n",
    "ax3=axes[1,0]\n",
    "ax4=axes[1,1]\n",
    "# fig=plt.figure(figsize=(20,10),dpi=80)\n",
    "ax1.plot(x, x)\n",
    "ax2.plot(x, -x)\n",
    "ax3.plot(x, x**2)\n",
    "ax3.grid(alpha=0.4,color='red',linewidth=1)\n",
    "ax4.plot(x, np.sin(x))\n",
    "plt.show()"
   ],
   "id": "4f65f1a513946d91",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 1600x800 with 4 Axes>"
      ],
      "image/png": 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6vLi4OMnPz2/2fvBraGhoaC/3EC/cAAAdVc6RMnluZYZ8tKNA6uobZFzfSL1EZQIBok/htYzv4xj6lpLKGnl9Y7a8sn6/HC+vkT7duuiW5+tHx0lQAFueAQAdUxxBIgAA7VP24TJ5dmWGfLzTESBeoALE2Wk6QITvIYTyfRxD31RaVesIFNdlybHGQPGhGf3khtHxBIoAgA4njiARAID2JetQqa5AVAFifYPIhOQoebSxAhG+ixDK93EMfT9QfHNTjry8LkuOllVL74jO8uCMFLlxTJwEB3Sy++YBAGAJgkQAANqJzMYA8R+NAeKklChZMCtNtzLD9xFC+T6OYftQpgLFb3PkpbWOQLGXChSn95Mbx8RL50ACRQBAx309Y+vgj88//1xGjRolI0aMkCFDhsjrr7+uP3/w4EG5+OKLJTU1VX9+7dq1dt5MAABsl3GwRBb8bYdcuHCN/H1HgUzs10Pef2CCvHXveEJEAPCw0OAAeWBaP1n/6xnyb5cOkJq6evm//9gj0//falm6Yb9U1tRxnwMAOiTblq2obxsVFSWrV6+WYcOGSXZ2tgwYMEAOHTokCxYskISEBHniiSdk69atcs0118j+/fslMDCw1b+Td4ABAO1N+oESeWZlhny6u1DUT+wpqT3ksdmpMjqRCsT2iNcyvo9j2D5VVNfJW5tzZPGaLDlcWiUxXYN10HjLuAQqFAEA7Y7XViT6+fnJ8ePH9X+fPHlSB4vBwcHy3nvvyQMPPKA/P3bsWOndu7esWbPGzpsKAIClfi4ukYff3i6/eGqt/HNXoUxN7SkfPjhR3rznAkJEwAOeeeYZ3fkydOhQ/ab2smXLTvv6k08+Kf369dMfv/3tb7nPO7guQZ3k3inJsu5fZ8i/XzZQj5b4/T/3ypT/XiWvrqdCEQDQcQTYGSK+++67cu2110poaKgcO3ZMPvroIykpKZGamhqJjY11/t6kpCTJzc096+9YuHCh/jCUlpZadvsBADDDT8Un5dkVGfLZ90X619P795QFs1JlZEJ37nDAgwYPHiwbNmyQiIgIycvLk5EjR8qECRN0cKjG6rzzzjuye/duCQgIkEmTJsnEiRPlsssu4xh0cEagePv4RHl7c64sXpMp//npXnlhdaY8MC1ZbrsgUf8eAADaK9sqEmtra/U7vSo8zMnJkRUrVsicOXP05931+OOP61JL4yMsLMzU2wwAgFl+LDopDy77Ti5+ap0OEWcOiJaPH54kS+8aR4gImGDWrFk6RFTi4+P1m9gqUFTUm93qdal6s1t1y9x99906WAQMauHK3ZP7ytp/nSFPXDFIOvmLPPnZjzLlv1fKy2uzpLza/WsaAAB8iW1B4s6dO6WwsFCmTp3qbGFWPdjGO7/FxcXO36vmJ6qZiQAAtDd7Ck/I/W9uk0ueXidf/FAsswdGyyfzJ8lrc8fKiPhudt88oENYvny57o5Rr0cV1QmTmJjosjtGUd0x6jWs8UGHTMcLFOdO6itrfjVD/nDVYAnw95f/+vxHmfKXVfLS2kwCRQBAu2NbkKje+S0qKpIff/xR/zojI0MyMzOlf//+csMNN8jixYv159WylYKCApk2bZpdNxUAAI/7oeCEzHtjm1z2zHr5as8BuXBQjHz6yGR55c6xMiyOABE4X6pNuUePHs1+GJWHyvfffy933XWXrkJUFYhtRYcMjEDxjglJsuZfp8t/Xj1EggL85Y+f/6QDRdX+XFZFhSIAoH2wbUZiTEyMvPTSS3LjjTeKv7+/1NfXy3PPPacrD//yl7/odpLU1FQJCgrSw69dbWwGAMBXAsSnV6TLN3sP6F//YlCMPDorVYb0cbRYAvCMTZs2ufw9e/fulcsvv1xee+01mTx5svPz6vWoGr1joDsG7goO6CRzxifKjWPi5P1t+bJoVYb8+Yuf5KW1WXLflGS5Y0KihAbbdgkGAMB582toaGiQDrCeGgAAO32frwLEfbL8x4P61xcNdgSIg3sTIOIUXstYR3XFXHLJJfLiiy/KRRdddNrXVq9eLQ8//LBs2bLFuWzliSee0KGjKxxDNFVVWycffKcCxUwpOF4h3UMC9bKWOycmSRiBIgDAS7X2eoYgEQAAE+3KO64rEFf+5AgQLxkSqwPEgb26cr/jLIRQ1rnwwgtl27Ztp81CVF0xRqj4hz/8QZYuXar/+6abbpI//elPbv29HEM0p7q2Xj7cni/PrczQgWI3FShO7qsDxfDOdF4BALwLQSIAABbbkXtMB4irfz4kfn4ilw7pJY/MSpEBsQSIaBkhlO/jGMJVoPiRChRXZUj+sQqJ6BIo90zuK3MnJUlXAkUAgA+8nmFABwAAHrRdBYjL02XNPkeAeNmwXvLozFTpHxvO/QwAHZxawnLzuAS5bnSc/H17gQ4UF36zT15ZlyX3TE7WgaIKFwEA8FYEiQAAeMB3OUflqeXpsi79sA4QrxjeWx6dmSKpMQSIAIDTBXbylxvHxss1o/rIxzscgeL/Lt8nr6zPkrsn9ZW7J/clUAQAeCWCRAAAzsPW7KO6AnF9xmHx9xO5akRveWRmiqREEyACAFwHijeMiZdrRvaRf+ws1IGiGovx2vr9ctekJF2lGBFChSIAwHsQJAIAcA627D+qtzBvyDiiA0R1ETh/Zor06xnG/QkAaNtFWSd/3e6s3oz6ZFehXsryzMoMeW1DtsydmCT3Tukr3UKCuFcBALYjSAQAoA2+zTqiKxA3ZTkCxGtH9ZH5M1IkmQARAHC+F2ed/OXaUSpQ7CP/3FUoz6xM11WKSzdmy50TE+XeycnSPZRAEQBgH4JEAABcaGho0MGhChA37z8qnfz95LpRcboCsW+PUO4/AIBHqZ8zV4/so+ftfrq7UJ5dmSHPr8qUpRuy5Y6JSXLflGSJJFAEANiAIBEAgNYCxMwj8tSKdN3KrC7sbhgdJw/PSJEkAkQAgMnUzx1VnXj5sN7y2fdF8uyKdHlhdaa8vjFb5kxIlHlTkiUqLJjjAACwDEEiAADNBIhq9qGagbg1+5i+kLtxjCNATIyiAhEAYC31c+jK4b3l8qG95PMfiuSZFeny4poseWNjjtwxIVHum5osPQgUAQAWIEgEAKBJgKi2L6sW5m05xyTA309uHhuvA8T4yBDuJwCArfz9/XR14qVDeskXPxQ7AsW1WfLGphxHhSKBIgDAZASJAIAOTwWIa9NVgLhPtuce1wHiLePi5aHpBIgAAO8MFC8b1ksuGRIrX+0plqdXpMtLOlDMltsvSJR505IlOryz3TcTANAOESQCADp0gLhm3yF5anm67Mw7LoGd/OTWCxLkoen9JK47FYgAAO8PFC8Z2ksuGhwrX+89oAPFV9bvlze/zZHbLkiUB1Sg2JVAEQDgOQSJAIAOGSCu/vmQXqKyK++4BHXyl9vHJ8iD01OkT7cudt88AADaHChePCRWfjEoRr758YBueX5tw355a3OOfoPsgWn9JIZAEQDgAQSJAIAOFSCu/OmgrtjYnX9CB4hzxifKg9P7SW8CRABAOwgUVXWiChSX/6h+3u2TJRuy5a3NuXLrOEegGBtBhSIA4NwRJAIAOkSAqC6oVIXG9wUnJCjAX+6ckCgPTO8nvSKoQAQAtC9+fn5y4aAYmT0w2vkG2tKN2fL2lly9REy9gcbPPwDAuSBIBAC06wDxm70H5JmV6fJDwUkdIM6dmKQvoGjxAgB0hEBx1sAYmTkg2jHSY/k+veH5b1vy5MaxcXqpGBX5AIC2IEgEALQ79fUNeui8qkDcW3RSggP85a5JScyIAgB02EBxxoBomd6/p6zed0ieXp4uy77NlXe35smNY+LloRnMCAYAuIcgEQDQrgLEr/YU6xaun4pLpHOgv9wzua/cr7ZWhjMTCgDQselAsX+0TE/rKWvTD8vTy/fp+YnvbcuT60fHy8Mz+klc9xC7byYAwIsRJAIA2kWA+OWeYl2BaASI903pK/Om9pOe4cF23zwAALwuUJyW1lOmpvaQ9RkqUEyXd7bkyvvb8uSGMY6W5/hIAkUAwNkIEgEAPh0gfv5DkTy7IkN+PlAiXQI7yf1Tk+W+qcnSI4wAEQAAV4HilNSeMjmlh2zIOKK3PL+zJU/e35Yv142Kk4dnpEhCFIEiAOAUgkQAgM+pUwHi90Xy7Mp02XegVEKCOun25XlTkiWKABEAgDYHipNTe8iklCjZlHlEnlqeLu9uy5MPtqtAsY/Mn5FKoAgA0AgSAQA+FSB+urtQnl2ZIRkHHQHiA9P66TZmAkQAAM4/UJyY0kMm9IuSTVlHdMvze9vy5cPtBXLNSBUopkhSj1DuZgDowAgSAQA+EyCqGYiZh8okNKiTPDS9n9w7JVkiQ4PsvnkAALS/QLFfD/2hKhRVy/MH3+XL33cUyFUjessjM1OlL4EiAHRIBIkAAK9VW1cv/1QViCsyJOtwmYQFB+hqCLWJuTsBIgAAplPViRP6TZDNqkJxRbp8tL1APt5RIFeP6CPzZ6ZIcs8wjgIAdCAEiQAArwwQ/7GzUJ5blSH7D5dJeHCAPDLTESB2C6ECEQAAq12QHCVvJ0fJ1uyjuuX5ox0F8vHOArlyeG+ZPzNVUqIJFAGgIyBIBAB4VYCo2qaeX5Uh2UfKJbxzgDw6K1XumdRXIkIC7b55AAB0eGOTImXZvRfIdzlH9VKWj3cWyj92FcoVw3rLo7NSJCU6vMPfRwDQnhEkAgBsV6MCxO0FugIx96gjQHxsdqrcpQLELgSIAAB4m9GJkfLmPSpQPKZbnj/ZVajHkVw2tJd+EzAthkARANojgkQAgK0B4kfb83WAmHe0Qrp2DpDHL0yTuZOSpGtnAkQAALzd6MTu8sbd42RHriNQ/HR3kXz2fZFcqgLFmanSP5ZAEQDaE4JEAIDlqmvr5cPt+bqFOf9Yha46/OWFaXInASIAAD5pZEJ3WXrXONmZd1yeWZEun6lAcbcKFGN1heKA2K5230QAgAcQJAIALA0Q3/8uTxatypSC4xXSLSRQfnVRf7ljQqKEU4EIAIDPGxHfTV6bO1Z2NQaKn39frD8uHuwIFAf1JlAEAF9GkAgAMF1VbZ28vy1fFq3KkMITldI9JFD+9WIVICZJWDA/igAAaG+Gx3eTV+eOle/zT8jTK/bJl3uK9ccvBsXIgtmpMrh3hN03EQBwDrh6AwCYGiC+tzVPFq3OlKITlRIZGiS/vniAzJmQSIAIAEAHMDQuQl65c6z8UKACxXT5eu8B/XGhChRnpcqQPgSKAOBLCBIBAB5XWVMn721ztDAXn6yUqNAg+c0lA2TO+EQJpQIRAIAORwWGL98xRgeKz65Ml6/2HJBv9h6Q2QMdgaIKHAEA3o8gEQDg0QDxb1tyZfGaLB0g9ggLkn+7dIDcPj5RQoL4kQMAQEenAsUX54yRvYUn9QxF1e68/McDMmtAtG55HhbXze6bCABoBVd1AACPBIhvb1YBYqYcLKmSHmHB8u+XDZTbLkiULkGduIcBAMBp1NKVxXNGy49FJ3WFolrIsuKngzKjf09ZMDtNL20BAHgfgkQAwHkFiG81BoiHSqqkZ3iw/O7yQXLruAQCRAAA4NLAXl1l0W2j5efiEnlGB4pFsurnQzItrac8NjtVRiZ0514EAC9CkAgAaLOKahUg5ugW5sOlVRIdHiz/VwWIFyRI50AqEAEAQNv0jw2X528dJfsOlOiW58++L5I1+w7J1LSeeobi6EQCRQDwBgSJAAC3lVfXyrJvc+SltSpArJaYrsHyxBWD5OZxBIgAAOD8pcWEy3O3jpIFB0rk2ZUZ8s/dhbJ23yGZktpDB4pjkiK5mwHARgSJAACXyqpOBYhHyqoltmtn+cNVg+XGMfFUIAIAAI9LjQmXZ24ZKY/OSpXnVqbLJ7sKZV36YZmUEiULZqXJuL4EigBgB4JEAECrAeIbm3Lk5XVZcrSsWnpFdJb/vHqI3DgmToIDaGEGAADmSokOk6duHimPzEqV51dmyMc7C2RDxiaZ2E8FiqlyQXIUhwAALOTX0NDQIO1EXFyc5Ofn230zAMDnlVbVyusbs+WVdVlyrLxG+nTrIg9O7yc3ECACpuK1jO/jGALmyjpUKs+typB/7CyUuvoGGZ8cqSsUJ/QjUAQAK17P2BokVlVVyS9/+Uv56quvpHPnzjJ8+HBZtmyZpKeny5133imHDx+WiIgIWbp0qQwePNjl38cLNwA4PyWVNc4KxOONAeLDM1Lk+tFxEhTgz90LmIzXMr6PYwhYI/twmQ4U/76jQAeKF/SNlAWzU2VCcpT4+flxGADApNcztrY2/+Y3v9FP8vv27dP/X1xcrD9///33y7x582Tu3LnywQcf6P/funWrnTcVANp9gLh0Q7a8sn6/nKiokbjuXeTXFw+Q60YRIAIAAO+T1CNU/nrDcHlkZoo8tzJDPtpRILe+vFnGJUXKYypQ7EegCABmsK0isaysTHr16qUTzq5duzo/f/DgQUlJSZGjR49KQECAqJunft/69ev151vDO8AA0DYnGwPEVxsDxPjILjJ/RopcOypOAjtRgQhYjdcyvo9jCNgj90i5PL8qQz7cni+19Q0yNqm7bnlWy1moUAQAz72ese0qMTMzUyIjI+WPf/yjjBkzRqZMmSIrVqyQvLw8HRyqEFFRT/oJCQmSm5t71t+xcOFC/Y8zPkpLS234lwCA71Gh4VPL98nkP6+Uhd/sk4gugfLf1w+Tlb+cLjeNTSBEBNBhqDexY2Ji5Oqrrz7t808++aT069dPf/z2t7+17fYBcE9CVIj85fphsupfpsst4+JlR+5xuf3VzXL94k2ydt8hXaACADh/tgWJtbW1kpOTI4MGDZJt27bJM888IzfddJP+vLsef/xxnZAaH2FhYabeZgDwdSfKa3RwOPkvK+Wp5enSPTRI/t/1w2TFL6fJjWPiCRABdDhqpM7ll19+2ufWrl0r77zzjuzevVv27t2r53l/9tlntt1GAO6LjwyRP11rBIoJsjv/uNzx2ha59oWNsoZAEQB8N0hUVYb+/v5y22236V+PHDlS+vbtq8PFoqIiZ6Co3jlS1Yjq9wMAzs3x8mpZ+PXPOkB8ZkW69AgLlv+5YbiseHya3ECACKCDevXVV/XrT9UZ09S7774rc+bMkdDQUAkODpa7775bB4sAfC1QHKoDxdsuSJAfCk7Ina9tkWsWbZRVPx+kQhEAfC1I7NGjh8yaNUu/w6vs379ff0yaNElGjRqltzcrH374oW5bdjUfEQBwtmNl1fLXr1SAuEqeWZkhPcODZeGNw+Wb/2+qXDc6TgKYgwigg1KvOxcvXiz/9V//ddbX1JvYiYmJzl8nJSU1O2ZHYdQO4N3iuofIf10zVNb8aobcPj5B9haelLuWbJWrn98gK386QKAIAG1k69Zm9eLtnnvukV//+te6OvHFF1+UPn366P9Xm5rV/ES1iGXJkiV23kwA8DlHy6rllXVZ8vrGbCmrrpPknqHy5MwhcsXw3tLJ38/umwcAppswYYKkp6c3+7UdO3boKsPnnntOunTpcl7fR43aUR8G9QY4AO/Tu1sXefLqofLwjBR5YXWm/G1Lnty9dJsMi4uQR2emyqyB0SxlAQBvDxKTk5Nl1apVZ32+f//+smnTJltuEwD4siOlVfLyuv3yxqZsKa+uk5ToMHlkZopcPowAEUDH0tpryRMnTuj5h2o+t6IW9pWXl+tuGbX8T43UUeN2DNnZ2YzZAdqJXhFd5A9XDZGHpqfI4jWZ8vaWXLn3jW0ypE9XveV5NoEiALTKr6Edra9qbT01ALT3APGldVny5qYcHSCmqgBxVqpcNrQXFYiAD+G1jD2WLl0qH3/8sf5QVq9eLQ8//LBs2bJFAgIC9OidJ5544qylLM3hGAK+5cDJSkeguDlXqmrrZXDvrvLorFT5xaAYKhQBdFhxreRrtlYkAgDOz2EVIK51BIgVNXWSFhOm302/ZEis+NPCDADnZPr06bpacejQofrX6r/dCREB+J6Yrp3lP64YLA9O6yeL12TJW5tz5P43v5OBvVSFYor8YhCvqQCgKSoSAcAHHSyplJfWZMmyzTlSWVMvA2LD9bvnFw/mxS7gy6hm830cQ8C38RoLAKTV1zMEiQDgYy9uX1QB4rc5uv1GBYiPzVbtNwSIQHtACOX7OIZA+3CoRHV9ZMqb3zretO0f43jTlq4PAB0Brc0A4OMOnqyUF5rM7xnU69T8HlqYAQAAPKtneLD89rJBcv+0fvLy2ix5Y1OOPPz2dj1G5pGZqXIpc6gBdFBUJAKAFys+0TgAfEuuVDMAHGj3qGbzfRxDoP0utnt53X55Y1O2XmyXEh2m39RlsR2A9ojWZgDwwQDxhdUZ8s7WPB0gDumjBn6nyeyB0WwQBNoxQijfxzEE2rejZdXy8roseWNjtpRV10m/nqE6ULx8WG/pxKI7AO0EQSIA+IjC4xXywupMeVcFiHX1MiwuQhbMSpWZAwgQgY6AEMr3cQyBjuFYWbW8sj5Llm5wBIrJKlCcmSpXDCdQBOD7CBIBwAcCxEWrM+S9rfk6QBwe300em5Uq0/v3pAIR6EAIoXwfxxDoWI6XV8ur6/fLkg3ZUlpVK8k9QmX+zBS5cnhvCejkb/fNA4BzQpAIAF4q/1i5LFqdKe9vy5OaugYZoQLE2akyLY0AEeiICKF8H8cQ6LiB4muNgWJJVa0kRYXI/JmpcvUIAkUAvocgEQC8TN5RFSBmyAff5esAcVRCN1kwO02mpvagAhHowAihfB/HEOjYTpTXyGsb9uuPkspaSYwKkYdnpMg1I/tIIBWKAHwEQSIAeFGA+PwqR4BYW98gYxK7y4LZqTI5hQARACFUe0CQCEA5UVGj5ye+uj5LTlbWSkJkiMxXgeIoAkUA3o8gEQBslnukXJ5blS4fbS/QAeLYpO7y2Ow0mdgvigpEAE6EUL6PYwigqZOVNfL6hmx5Zf1+HS7GR3aRh6enyLWj4iQogBmKALwTQSIA2CT7cJk8typD/r6jQOrqG2Rc30g9A3FCMgEigLMRQvk+jiGA5pSoQHGjI1A8Xl4jfbp10S3P148mUATgfQgSAcBi+1WAuDJDPt7pCBDHJ0fKgllpMqFfFMcCQIsIoXwfxxBAa9RmZx0orsuSY42B4kMz+skNo+OpUATgNQgSAcAiWYdKnQFifYPoykM1A3F8MgEiANcIoXwfxxCAu4Him5ty5OV1WXK0rFp6R3SWB2ekyI1j4iQ4oBN3IgBbESQCgMkyGwPEfzQGiJNSonQFomplBgB3EUL5Po4hgLYoU4Hitzny0lpHoNgrorM8NL2f3Dg2nkARgG0IEgHAJBkHS+XZlenyz12FOkBU25dVBeLYJAJEAG1HCOX7OIYAzjVQXNYYKB4pq5bYrp3lwen95Kax8dI5kApFANYiSAQAD0s/UCLPrMyQT3cXSkODyJTUHrJgVqqMIUAEcB4IoXwfxxDA+SivrpW3vs2VF9dmyuHSaonpGiwPTOsnt4xLIFAEYBmCRADwkH0qQFyRLp99X6QDxGlpPeXRWakyOrE79zGA80YI5fs4hgA8oaK6Tt7anCOL12TJ4dIqiQ53BIq3XkCgCMB8BIkAcJ5+Kj4pz67IkM9/cASI0/v31BWIIxMIEAF4DiGU7+MYAvB0oPj2llxZvCZTDpVUSc/wYLl/arLcdkGidAmi5RmAOQgSAeAc/Vh0UlcgfvFDsf71zAHRugJxRHw37lMAHkcI5fs4hgDMUFlTJ+9syZUXVmfKwZIq6RHWGCiOT5CQoADudAAeRZAIAG20p/CEDhC/2nNA/3r2QEeAOCyOABGAeQihfB/HEIDZgeK7W/N0oFh8slJ6hAXJfVOSZc6ERAJFAB5DkAgAbvqhwBEgfr3XCBBjdAvz0LgI7kMApiOE8n0cQwBWBYrvb8uTRaszpehEpUSFBsl9U5NlzvhECQ2mQhHA+SFIBAAXvs8/IU+vSJflPzoCxF8MitEViEP6ECACsA4hlO/jGAKwUlVtnby3LV9eWJUhhScqJTI0SO6d0lfumJAkYQSKAM4RQSIAtGB3/nF5enm6rPjpoP71xYNjdYA4qHdX7jMAliOE8n0cQwB2BYoffJcvi1ZlSsHxCukWEqhbnu+YkCjhnQM5KADahCARAM6wK++4rkBc2RggXjo0Vh6ZmSoDexEgArAPIZTv4xgCsFN1bb18uD1fnl+VIfnHHIHiPZP6ytxJSQSKADzyeobhCQA6lB25x3SAuPrnQ+LnJ3LZsF7y6MxU6R8bbvdNAwAAAM5LUIC/3DIuQa4fHScfbc+XZ1dmyP98s09eWb9f7pnsCBS7UqEI4DwQJALoELarAHF5uqzZ5wgQL1cB4qxUSYshQAQAAED7EtjJX24amyDXjoqTv28vkOdWZchCFSiuy5J7JifrQDGiCy3PANqOIBFAu/ZdzlF5anm6rEs/rAPEK4f3lkdmpkgqASIAAAA6QKB449h4uWZUH/l4hyNQ/N/lqkIxS+6e1FfuntyXQBFAmxAkAmiXtmYf1RWI6zMcAeJVIxwBYko0FYgAAADoeIHiDWPi5ZqRfeTjnYXy3Mp0Pe7ntQ375a5JffUcxYgQKhQBuEaQCKBd2bL/qDy9Yp9syDgi/n6iXyzNn5ki/XqG2X3TAAAAAFsFdPLX8xOvHtFbPtlVqGcoPrMiXZas36/bndUcxW4hQRwlAC0iSATQLnybdURXIG7KcgSI1zYGiMkEiAAAAMBZgaKan6jG/vxztyNQVB9LNmTLnRMT5d7JydI9lEARwNkIEgH4tE2ZR+Sp5ftk8/6j0snfT64bFacDxL49Qu2+aQAAAIDXB4rXjFSBYh/5dHehrk58flWmLN2QLXdMTJL7piRLJIEigCYIEgH4nIaGBkeAuCJdtzKrAPGG0XHy8IwUSSJABAAAANpEvZ6+akQfuXxYb/ns+yIdKL6wOlNe35gtcyYkyrwpyRIVFsy9CoAgEYBvBYhq9qGagbg1+5gE+PvJTWPidYCYEBVi980DAAAAfD5QVO3Olw3tJZ9/XyTPrkyXF9dkyRsbc+SOCYly39Rk6UGgCHRoVCQC8IkAcV36Yb1Z7rscR4B481hHgBgfSYAIAAAAeDpQvKIxUPzih2Jdofji2ix5Y1OO3D4+QeZN7Sc9w6lQBDoigkQAXh0grlUB4vJ9sj33uAR28pNbxiXIQ9P7ESACAAAAJvP395PLhvWSS4bEyld7ivUb+y+v2y9vfpsjt12QKPdPS5bo8M4cB6ADIUgE4JUB4up9h/QW5p15jgDx1gscAWJcdyoQAQAAAKsDxUuG9pKLBsfK13sP6EDx1fX7ZVljoPiAChS7EigCHQFBIgCvChBX/XxQB4i78k9IUCd/3Trx4PQU6dOti903DwAAAJCOHihePCRWfjEoRr758YB+3f7ahv3y1uYc3Tn04PR+EkOgCLRrBIkAvCJAXPnTQf3O5u7GAHHO+ET9QqQ3ASIAAADgdYGiqk5UgeLyHw/KU8v3ydKN2fL2lly5ZWy8LgSIjaBCEWiPCBIB2Bogqhceanjz9wUnJCjAX+6ckCgPTO8nvSKoQAQAAAC8mZ+fn1w4KEZmD4yWFT86CgNe35Qj72zJk5vHqUCR1/VAe+Nv9w1YsmSJfvL5+OOP9a8PHjwoF198saSmpsqQIUNk7dq1dt9EACYEiF/vKZYrnlsv972xTX4+UCJzJybJ2l/NkN9fNYQQEQAAAPAh6pp+9qAY+WT+JHlt7hgZ2Ctcb3ie9t+r5d8//l4Kj1fYfRMBtIeKxOzsbHn55Zdl/Pjxzs/95je/0b/+8ssvZevWrXLNNdfI/v37JTAw0M6bCsAD6usb9HBmVYG4t+ikBAf4y12TkuSBacxSAQAAANpDoDhzQIzM6B+tlyc+tTxdln2bK+9uzZMbx8TLQzOYfQ74OtuCxPr6ern33nvl2WeflV/+8pfOz7/33nuSkZGh/3vs2LHSu3dvWbNmjcyePduumwrAAwHiV3uKdavDT8Ul0jnQX+6Z3Ffun8p2NwAAAKA9BooqTJye1lPW7DukrwPe2pwr723Lk+tHx8vDM/pJXPcQu28mAF8KEhcuXCiTJk2S0aNHOz935MgRqampkdjYWOfnkpKSJDc316ZbCeB8A8Qv9xTrCkQjQLxvSl+ZN7Wf9AwP5s4FANjqww8/lCeeeEKP3FA+/fRT/dpTveG9YMEC+fzzz/XF8GOPPSbz58/naAFAG6nn0On9o2VaWk9Zl35YB4rvbMmV97flyQ1j4uSh6SkSH0mgCPgSW4LEH374Qb9wO9/5hyqMVB+G0tJSD9w6AJ4IED//oUieXZGh5x92Cewk86Ymy31TkgkQAQBeYceOHfLb3/5WVq5cqTtgSkpKpFOnTvpry5Ytk71798q+ffvkxIkTMnLkSJkxY4YMHjzY7psNAD4bKE5N6ylTUnvIhowj8vSKfXohy/vb8uW6UXHy8IwUSYgiUAR8gS1B4rp16/R8RLVQRSkuLpZ58+bJ73//ewkICNC/NqoS1e9LSEho9u95/PHH9YchLi7Oon8BgObU1TfIZ9+rADFd0g+WSkhQJ7l/WrLMm5IsUWFUIAIAvMf//M//6NeRKkRUwsPDnV9799135b777tPBYmRkpNx0003yzjvvyJNPPmnjLQaA9hEoTk7tIZNSomRT5hE9Q/HdbXnywfZ8uXZkH5k/M0USo0LtvpkAvC1IfPDBB/WHYfr06bpl5Oqrr5bNmzfL4sWLdZuJWrZSUFAg06ZNs+NmAmhDgPjp7kJ5dmWGZBwsldCgTvLg9H66AjEyNIj7EQDgdVTFoWpjVq8zT548KZdffrl+/anCQzVWJzEx0fl71e/79ttvm/176JABgHMLFCem9JAJ/aJkU9YReXp5urz/Xb58tKNArh7RRx6ZmSJJPQgUAW9k69bm5vzlL3+ROXPm6GrFoKAg3VrCxmbAewPEf+4qlGdWpkvWoTIdIKrByfdOTpbuBIgAABtNmDBB0tPTW2xrrq2t1f//5Zdf6pmIV155pbzwwgttnoVIhwwAnGeg2K+H/vi2MVD8cHu+/H1Hvlw9UgWKqdKXQBHwKl4RJK5evdr53zExMfL111/bensAtK62rl4+2VUoz63MkKzDZRIWHKDfNVSbmLuFUIEIALDfpk2bWv26Gp1z7bXXSpcuXfSv1X+rP6OCRPW1nJwcHUa6GrUDAPCM8clRMn5elGxWgeKKdPloe4F8vKNArhrhaHnu1zOMuxrwAl4RJALwnQDxHzsL5blVGbL/cJmEBwfIozNT5G4CRACAj7n11lvlk08+kblz5+qKRPVG9uTJk/XXbrjhBnn55Zf1/6tlK2pmotroDAAw3wXJUfJ2cpRszT6qKxT/vqNA/rGzQK4c3lvmz0yVlGgCRcBOBIkA3AoQ1Q/w51dlSPaRcgnvHCALZqXK3ZP6SkRIIPcgAMDn3HzzzbJ9+3a9iVnNRZwyZYosWLBAf02N2VGzutWoHdV2p9qXhw4davdNBoAOZWxSpCy79wLZpgLFFeny8c5C+ceuQrliWG95dFaKpESfWpIFwDp+DQ0NDdJOqK3N+fn5dt8MoN2oaQwQVQtz7lFHgKjal+9SAWIXAkQA8DRey/g+jiEAmOO7nGM6UFy775D4+YlcrgLFmSmSGkOgCFj5eoaKRADNBogfbc/XLcx5Ryuka+cA+f9mp8ncSUkEiAAAAAAsNzqxu7xx9zjZnntMnlmRrpc+frq7UC4d2ksenZkq/WMJFAErECQCcKqurddb0lQLc/6xCh0a/vLCNLlzUpJ07UwFIgAAAAB7jUroLkvvGic7847L08v3yWe7i/THpUNj5dFZqTIgtiuHCDARQSIAHSC+/12eLFqVKQXHK6RbSKD86qL+cseERAknQAQAAADgZUbEd5Mld42TXXnHdYXi598X64+LBzsCxUG9CRQBMxAkAh1YVW2dvL8tX15Y7QgQu4cEyr9erALEJAkL5ukBAAAAgHcbHt9NXp07Vr7PP6FnKH65p1h//GJQjA4Uh/SJsPsmAu0KSQHQQQPE97bmyaLVmVJ0olIiQ4Pk1xcP0BWIoQSIAAAAAHzM0LgIeeXOMfJDgSNQ/HrvAf1x4aAYWUCgCHgMQSLQgVTW1Mm7W/N0BWLxyUqJCg2S/3PJALl9PAEiAAAAAN+nKhBfvmOM7Ck8oVuev9pzQL7Ze0BmD4yWBbPSdOAI4NwRJAIdJED825ZceWFNphw4WSU9woLkt5cOlNvGJ0hIEE8DAAAAANqXwb0j5MU5Y2Rv4Ul5dmW6fPFDsSz/8aDMHKACxVTdEg2g7UgQgHYeIL69OVcWr8mUgyUqQAyWf79soNx2QaJ0Cepk980DAAAAAFOppSsv3D5afixyBIpqIcvKnw7KjP49ZcHsNL20BYD7CBKBdqiiuk7e2pwjL67NkkMlVdIzPFh+d/kguXVcAgEiAAAAgA5nYK+usui20fJzcYk8owPFIln18yGZlqYCxVQZldDd7psI+ASCRKAdBoiL12TJ4dIqiQ4Plv+4YpDcMi5BOgdSgQgAAACgY+sfGy7P3zpK9h0o0TMUP/u+SNbsOyRTUnvIY7PTZHQigSLQGoJEoB0or66VZd/myEtrVYBYLTFdg+WJKwbJzQSIAAAAAHCWtJhwee7WUbLgQIk8uzJD/rm7UNalH9aBopqhOCYpknsNaAZBIuDjAeKbmxwB4pGyaont2ln+cNVguXFMPBWIAAAAAOBCaky4PHPLSHl0Vqo8tzJdPtnlCBQnpUTpCsWxBIrAaQgSAR9UVlUrb2zKkZfXZcnRsmrpFdFZ/lMFiGPjJTiAFmYAAAAAaIuU6DB56uaR8ogOFDPkHzsLZEPGJpnYL0pXKF6QHMUdChAkAr6ltKpWXt+YLa+sy5Jj5TXSO6KzPHn1ELlhTBwBIgAAAACcp349w+R/bxohj8xMkedWZcjHOwpkY+YRGZ8cKQtmpcmEfgSK6Nj8GhoaGqSdiIuLk/z8fLtvBuBxJZU1zgrE4+U10qdbF3l4RopcPzpOggL8uccBoJ3gtYzv4xgCQPuSfbhMB4p/31EgdfUNMq5vpDw2O1UmJEeJn5+f3TcPsPz1DEEi4MVOVtbI6xuy5ZX1++VERY3EdXcEiNeNIkAEgPaIEMr3cQwBoH3KOVKmW54/MgLFpEhZMDtVtz4TKKK9IUgEfIwKDZduyJZX12fJycpaiY/sIvNnpMi1o+IksBMViADQXhFC+T6OIQC0b7lHyuX5VRny4fZ8qa1vkDGJ3XWgODmlB4Ei2g2CRMCHAsTX1u+X1zbsl5LKWkmMCtEViNeM7EOACAAdACGU7+MYAkDHkHe0XBatzpD3tzkCxVEJ3fSW5ympBIrwfQSJgJc7UV4jr27YL0saA8SkqBCZPzNVrh7RWwKoQASADoMQyvdxDAGgY8k/pgLFTHl/W57U1DXIyIRuesvztLSeVCjCZxEkAl7qeHm1vLp+v25jLqmqlb49QvV2sCuHEyACQEdECOX7OIYA0DEVHK+QRasy5L3GQHFEfDfd8jydQBE+iCAR8DLHyhoDxI3ZUlpVK8kqQJyVIlcMI0AEgI6MEMr3cQwBoGMrPF4hL6zOlHe35kl1Xb0Mj4vQgeKM/tFUKMJnECQCXhQgvrI+S1cgllXXSXLPUF32fvmw3tLJ38/umwcAsBkhlO/jGAIAlKITjkDxb1scgeKwuAh5dGaqzBpIoAjvR5AI2OxoWbW8vC5L3tjoCBBTosN0CzMBIgCgKUIo38cxBAA0VXyiUhavyZS3t+RKdW29DOnTVRbMSpPZBIrwYgSJgE2OlFbJS+uy5M1NOVJeXSepKkCclSqXDe1FBSIA4CyEUL6PYwgAaM6Bk42B4uZcqaqtl8G9u8qjs1LlF4NiaHmG1yFIBCx2WAWIax0BYkVNnaTFhOkfEpcO6SX+tDADAFpACOX7OIYAgNYc1IFilry1OUcHigN7qQrFFPnFoFiuFeE1CBIBixwsqZSX1mTJss05UllTLwNiw3WAePFgfigAAFwjhPJ9HEMAwLleO6r5+Rdx7Qgvfz0TYPmtAdrpD4EXG99VUj8EeFcJAAAAANCS6PDO8u+XD5L7p/XT8/RVN9uDb22X/jGOYpRLhlCMAu9EkAicZ1n6C03mXAxSZemzU+XCgTGUpQMAAAAAWtUzPFj+7dKBMm9qsry8Nkve2JQjD7+9XY/HemRmqlzKfH14Gb+GhoYGaSdoJYFdm7fUoFxVhn4hg3IBAOeB1zK+j2MIADjfhZ0vr9svb2zK1gs7U9TCzpkpcvmw3izshGWYkQh4MEB8YXWGvLM1TweIQ/tE6ABx1sBoNm0BAM4bIZTv4xgCADzhaFm1vLIuS17fmC1l1XXSr2eobnkmUIQVCBKB81R4vEJeWJ0p76oAsa5ehsVFyGOzU2VGfwJEAIDnEEL5Po4hAMCTjpVVy6vr98vSjdlSWlUryT1DdYXiFcN6S0Anf+5smIIgEThHBTpAzJD3tubrAHF4fDcdIE5P60kFIgDA4wihfB/HEABghuPljkBxyQZHoNi3R6jMn5EiV40gUITnESQCbZR/rFwWrc6U97flSU1dg4xoDBCnESACAExECOX7OIYAALMDxdcaA8WSqlpJigqR+TNT5WoCRXgQQSLgpryjjgDxg+8cAeLIBBUgpsnU1B5UIAIATEcI5fs4hgAAK5wor5HXNuzXHyWVtZIYFSIPz0iRa0b2kUBannGeCBIBNwLE51dlyAff5UttfYOMSewuC2anyuQUAkQAgHUIoXwfxxAAYKUTFTWyRAWK6/fLycpaSYgM0S3P14wiUMS5I0gEWpB7xBEgfrjdESCOTequKxAn9ouiAhEAYDlCKN/HMQQA2OFkZY0s3ZCt5yiqcDE+sos8PD1FrhsdR4Ui2owgEThDzpEyeW5lhny0o0Dq6htkXN9IeWxWqkwgQAQA2IgQyvdxDAEAdiqprJHXN2bLK+v3y/HyGunTrYtueb5+dJwEBbDlGe4hSAQaZR8uk2dXZsjHOx0B4vjkSFkwK00HiAAA2I0QyvdxDAEA3kBtdtaB4rosOdYYKD40o5/cMDqeQBEuESSiw8s6VKorEFWAWN8gMiE5Ss9AHJ9MgAgA8B6EUL6PYwgA8LZA8Y1NKlDcL0fLqqV3RGd5cEaK3DgmToIDOtl98+ClCBLRYWU2Boj/aAwQJ6VE6QpE1coMAIC3IYTyfRxDAIA3KquqlTe/zZGX1mbpQLGXChSn95Mbx8RL50ACRfhAkFhZWSk333yz7N27V7p06SLR0dHywgsvSEpKihw8eFDuuOMOyczMlODgYFm0aJFMnTrV5d/JCzcYMg6W6Bbmf+4q1AHilNQesmBWqoxJIkAEAHgvXsv4Po4hAMCblVfXyrLGQPFwabXEdu0sD0xLlpvHJRAowvuDxJUrV8oll1yit+M+99xz8sEHH8jq1avl7rvvloSEBHniiSdk69atcs0118j+/fslMDCw1b+TF25IP1Aiz6zMkE93F0pDY4D42OxUGZ1IgAgA8H68lvF9HEMAgC+oqK6TtzbnyOI1KlCskpiuwfLAtH5yC4EixEuDxDNt27ZNrr/+esnOzpawsDDJyMiQ2NhY/bVx48bJH//4R5k9e3arfwcv3DqufSpAXJEun31fpAPEaWk95dFZKkDsbvdNAwDAbbyWsc6hQ4f0m9c5OTlSU1OjX28uXrxYd8ooTz75pCxZskT/t+qi+a//+i+3/l6OIQDAFwPFF9dmyaGSKukZ7ggUb7uACsWOLK6VINFrdn8//fTTctVVV8mRI0f0izkjRFSSkpIkNzf3rD+zcOFC/Y8zPkpLSy2+1bDbz8Ul8vBb2+UX/7tWPt1dpAPEjx6aKK/fPY4QEQAAtEgFg6mpqbJ792754Ycf5MCBA87gcO3atfLOO+/or6kxPF999ZV89tln3JsAgHanS1AnuXdKsqz71xnyfy8fJH4i8p+f7pXJf1mlNz6roBFoKkC8gKo2VBWIK1askIqKCrf/3OOPP64/DCpMRMfwU/FJXYH4+ffF+tczB0TrCsQR8d3svmkAAMAHqNE6JSUlUl9fL9XV1VJeXu58Lfnuu+/KnDlzJDQ0VP9aVS6qYPGyyy6z+VYDAGAOtXDl7sl95dYLEuRvW3LlhTWZ8uRnP8riNZly/9R+ctv4BAkJ8ooICTazvSLxr3/9q3z00UfyxRdfSEhIiERFRUlAQIAUFzsCIkW1O6uZicDewpPywJvfycVPrdMh4qwB0fLJ/Eny2tyxhIgAAMBtv/vd75yjdNTSv4EDB8qVV16pv6Y6YRITE112xwAA0B4DxbmT+sqaX82Q3185WAL8/eW/Pv9Rpvxllby0NlMva0HHZmuQqFqT1bu733zzjXTrdqqS7IYbbtAzahS1bKWgoECmTZtm4y2F3X4oOCHz3tgmlz6zTr7cUyyzB8bIP+dPllfnjpVhcVQhAgCA002YMEF69OjR7EdeXp787W9/k0GDBklRUZEUFhbKvn375JVXXmnz3cioHQBAew0U75yYJKt/NV3+86rBEtjJX/74+U86UFRVimVVBIodlW3LVtTQxvj4eElOTpbw8HD9ueDgYNm8ebOeUaPaSdSm5qCgIL3RecaMGS7/ToZbtz8qQHx6Rbp8s/eA/vUvBsXoFuYhfSLsvmkAAHgcr2WsM2TIEHnppZdk4sSJ+tfPP/+8bNy4Ud566y15+OGH9evU3/zmN/prixYt0l9btmyZy7+XYwgAaI+qauvkvW358sKqDCk8USmRoUFy75S+cseEJAkLpuW5vWnt9UyAnTeqpQwzJiZGvv76a8tvE7zH9/kqQNwny388qH998eBYeWRWigzuTYAIAADOn3oz+8svv9RBolr0pxaqqCpGoztGhYmPPPKIHrnz2muvyRNPPMHdDgDosIIDOsmc8Yly45g4+eC7fFm0KlP++8uf5eW1WXpZyx0TEiW8c6DdNxPtuSLRDLwD7Pt25R3XFYgrf3IEiJcOjZVHZqbKwF5d7b5pAACYjtcy1lGdLw888IBua66rq9MhoqpK7Ny5s/76H/7wB1m6dKn+75tuukn+9Kc/ufX3cgwBAB1BdW29DhSfX5UhBccrpFtIoNw7ua9uhyZQ9H2tvZ4hSIRX2JF7TAeIq38+JH5+IpcO6aUrEAfEEiACADoOQijfxzEEAHS0QPGj7fny3KoMyT9WIRFdAuWeyX1l7qQk6UqFos/yytZmQNmuAsTl6bJmnyNAvHxYLz0DMS3GMTcTAAAAAAB4p6AAf7l5XIJcNzpO/r69QAeKC7/ZJ6+sy5K7J/eVuyb11eEi2g+CRNjiu5yj8tTydFmXflgHiFcO7y2PzEyRVAJEAAAAAAB8itrqfOPYeLlmVB/5eIcjUFTX/K+u36/DxHtUoBhCoNgeECTCUluzj+oKxPUZh8XfT+TqEb1l/sxUSYkO40gAAAAAAODjgeINY+LlmpF95B87C+XZlenyzIp0WaIDxSRdpdgtJMjum4nzQJAIS2zOOqJnIG7MPKIDRPWkMn9mivTrSYAIAAAAAEB7EtDJX7c7XzWit/xzd6E8uyJDnlmZIa9tyJa5E5P0HMXuoQSKvoggEab6VgWIy9NlU5YjQLx2VB+ZPyNFkgkQAQAAAABo94HiNSPj5MrhfeSfuwrlmZXpuu15yYb9eiHLvZOTCRR9DEEiTLEp84g8tXyfbN5/VDr5+8l1o+L0DMSkHqHc4wAAAAAAdCAqF7h6ZB+5Ynhv+XR3oW53fn5VpizdkC13TkySe6ckSyQVij6BIBEe09DQoCsP1UDVLY0B4g2j43QLc2IUASIAAAAAAB2ZygmuGtFHLh/WWz77vkieXZEui1ZnytKN2XLHhCS5b0pfiQoLtvtmohUEifBIgKhmH6oW5i3ZRyXA309uGhMvD89IkYSoEO5hAAAAAABwWqB45fDecvnQXvL5D0W6QnHxmkx5Y1O2zBmfKPdNTZYeBIpeiSAR5xUgqu3LKkDclnNMB4g3j3UEiPGRBIgAAAAAAKBl/v5+ujr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     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 37
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-11-07T03:13:10.363231Z",
     "start_time": "2025-11-07T03:13:10.184837Z"
    }
   },
   "cell_type": "code",
   "source": [
    "x = np.arange(1,100)\n",
    "#新建figure对象\n",
    "fig=plt.figure(figsize=(20,10),dpi=80) #新建子图1\n",
    "ax1=fig.add_subplot(2,2,1)\n",
    "ax1.plot(x, x)\n",
    "#新建子图2\n",
    "ax3=fig.add_subplot(2,2,2)\n",
    "ax3.plot(x, x**2)\n",
    "ax3.grid(color='r', linestyle='--', linewidth=1,alpha=0.3)\n",
    "# 新 建 子 图 3\n",
    "ax4=fig.add_subplot(2,2,3)\n",
    "ax4.plot(x, np.log(x))\n",
    "# 新 建 子 图 4\n",
    "ax2=fig.add_subplot(2,2,4)\n",
    "ax2.plot(x, -x)\n",
    "plt.show()"
   ],
   "id": "d53b6c2dd4ce44b1",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 800x800 with 4 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 35
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": "# 8.绘制散点图",
   "id": "e1ceeb0664b84a7c"
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-11-07T03:26:32.830647Z",
     "start_time": "2025-11-07T03:26:32.729372Z"
    }
   },
   "cell_type": "code",
   "source": [
    "y = [11, 17, 16, 11, 12, 11, 12, 6, 6, 7, 8, 9, 12, 15, 14, 17, 18, 21, 16, 17, 20, 14, 15, 15, 15, 19, 21, 22, 22, 22,\n",
    "     23]\n",
    "x = range( 1, 32 )\n",
    "\n",
    "# 设置图形大小\n",
    "plt.figure( figsize=(20, 8), dpi=80 )\n",
    "# 使用scatter绘制散点图\n",
    "plt.scatter( x, y, label='3月份' )\n",
    "# 调整x轴的刻度\n",
    "my_font = font_manager.FontProperties( fname='C:\\\\Windows\\\\Fonts\\\\simsun.ttc', size=10 )\n",
    "\n",
    "_xticks_labels = ['3月{}日'.format( i ) for i in x]\n",
    "\n",
    "plt.xticks( x[::3], _xticks_labels[::3], fontproperties=my_font, rotation=45 )\n",
    "plt.xlabel( ' 日 期 ', fontproperties=my_font )\n",
    "plt.ylabel( '温度', fontproperties=my_font )\n",
    "plt.grid( alpha=0.4 )\n",
    "# 图 例\n",
    "plt.legend( prop=my_font )\n",
    "plt.show()"
   ],
   "id": "fbb1397399da18cb",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 1600x640 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 38
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-11-07T05:07:29.179588Z",
     "start_time": "2025-11-07T05:07:29.101247Z"
    }
   },
   "cell_type": "code",
   "source": [
    "# 9.绘制条形图\n",
    "a = ['流浪地球','疯狂的外星人','飞驰人生','大黄蜂','熊出没·原始时代','新喜剧之王']\n",
    "b = [38.13,19.85,14.89,11.36,6.47,5.93]\n",
    "\n",
    "plt.figure(figsize=(20,8),dpi=80) # 设置画布大小\n",
    "\n",
    "rects=plt.bar(range(len(a)), b, color='red',width=0.3,label='票房')\n",
    "plt.xticks(range(len(a)),a,fontproperties=my_font,rotation=45)\n",
    "for rect in rects:\n",
    "    height=rect.get_height()\n",
    "    plt.text(rect.get_x()+rect.get_width()/2,height+0.5,'%.2f' %height,ha='center',va='bottom',fontproperties=my_font)\n",
    "plt.show()"
   ],
   "id": "8f9731b10c62e1b8",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 1600x640 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 41
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-11-07T05:15:35.606292Z",
     "start_time": "2025-11-07T05:15:35.599175Z"
    }
   },
   "cell_type": "code",
   "source": [
    "# 10.绘制直方图\n",
    "time = [131,   98,    125,   131,   124,   139,   131, 117, 128, 108, 135, 138, 131, 102, 107, 114,\n",
    "119,   128,   121,   142,   127,   130,   124, 101, 110, 116, 117, 110, 128, 128, 115,   99,\n",
    "136,   126,   134,   95,    138,   117,   111,78, 132, 124, 113, 150, 110, 117,  86,    95, 144,\n",
    "105, 126, 130,126, 130, 126, 116, 123, 106, 112, 138, 123, 86, 101,   99, 136,123,\n",
    "117,   119,   105,   137, 123, 128, 125, 104, 109, 134, 125, 127,105, 120,  107,   129, 116,\n",
    "108,   132,   103,   136, 118, 102, 120, 114,105, 115, 132, 145, 119, 121,  112,   139, 125,\n",
    "138,   109,   132,   134,156, 106, 117, 127, 144, 139, 139, 119, 140,   83,    110,   102,123,\n",
    "107,   143,   115,   136, 118, 139, 123, 112, 118, 125, 109, 119, 133,112,  114,   122, 109,\n",
    "106,   123,   116,   131,   127, 115, 118, 112, 135,115,   146,   137,   116,   103,   144,   83,    123,\n",
    "111,   110,   111,   100,   154,136, 100, 118, 119, 133,   134,   106,   129,   126,   110,   111,   109,\n",
    "141,120, 117, 106, 149, 122, 122, 110, 118, 127, 121, 114, 125, 126,114, 140, 103,\n",
    "130,   141, 117, 106, 114, 121, 114, 133, 137,    92,121,    112,   146,   97,    137, 105,  98,\n",
    "117,   112,   81,    97, 139, 113,134, 106, 144, 110, 137,  137,   111,   104,   117, 100, 111,\n",
    "101,   110,105, 129, 137, 112, 120, 113, 133, 112,    83,    94,    146,   133,   101,131, 116,\n",
    "111,   84, 137, 115, 122, 106, 144, 109, 123, 116, 111,111, 133, 150]"
   ],
   "id": "16ed16f3d6906467",
   "outputs": [],
   "execution_count": 44
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-11-07T05:27:17.113272Z",
     "start_time": "2025-11-07T05:27:16.904765Z"
    }
   },
   "cell_type": "code",
   "source": [
    "plt.figure(figsize=(20,8),dpi=80) # 设置画布大小\n",
    "print(max(time),min(time))\n",
    "\n",
    "distance=2\n",
    "\n",
    "group_num=int((max(time)-min(time))/distance)\n",
    "plt.hist(time,bins=group_num)\n",
    "\n",
    "\n",
    "# 修改x轴刻度显示\n",
    "plt.xticks(range(min(time), max(time))[::2])\n",
    "plt.yticks(range(0, 20, 1))\n",
    "plt.grid(alpha=0.4,linestyle='--')\n",
    "#添 加 x,  y 轴 描 述 信 息\n",
    "plt.xlabel(\"电影时长大小\",fontproperties=my_font)\n",
    "plt.ylabel(\"电影的数据量\",fontproperties=my_font)\n",
    "# 4）显示图像\n",
    "plt.show()"
   ],
   "id": "60abd0125c81ec6b",
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "156 78\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 1600x640 with 1 Axes>"
      ],
      "image/png": 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     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 46
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": "# 11 饼图",
   "id": "e0bd7b0ffda693c9"
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-11-07T06:07:24.238493Z",
     "start_time": "2025-11-07T06:07:24.114212Z"
    }
   },
   "cell_type": "code",
   "source": [
    "import matplotlib\n",
    "label_list = [\"第一部分\", \"第二部分\", \"第三部分\"]  # 各部分标签\n",
    "size = [55, 35, 10]    # 各部分大小\n",
    "color = [\"red\", \"green\", \"blue\"]   # 各部分颜色\n",
    "explode = [0, 0.05, 0] # 各部分突出值\n",
    "# 绘制饼图\n",
    "plt.figure(figsize=(20, 8), dpi=100)\n",
    "# plt.pie(size, labels=label_list, colors=color, explode=explode, autopct='%1.1f%%', shadow=True, startangle=140)\n",
    "matplotlib.rcParams['font.sans-serif']=['SimHei']\n",
    "patches, l_text, p_text = plt.pie(size,explode=explode, colors=color, labels=label_list,\n",
    "                                  labeldistance=1.1, autopct=\"%1.1f%%\", shadow=True, startangle=90, pctdistance=0.5)\n",
    "plt.axis(\"equal\")  # 设置横轴和纵轴大小相等，这样饼才是圆的\n",
    "plt.legend()\n",
    "plt.show()"
   ],
   "id": "5552514a44388742",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 2000x800 with 1 Axes>"
      ],
      "image/png": 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     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 47
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
